From a86560da64cfe1236880b70da2ddc3f619ad2659 Mon Sep 17 00:00:00 2001 From: LorenzoZhao Date: Fri, 25 Sep 2026 23:46:20 +0800 Subject: [PATCH] Add Q3 MoFE router visualizations and explanations --- final/README.md | 57 +- final/REPORTS.md | 45 +- .../attachment4_evidence_segments.csv | 333 + .../attachment4_local_evidence.csv | 5991 +++++++++++++++++ .../first_round/attachment4_modal_shapley.csv | 41 + .../attachment4_pairwise_interactions.csv | 41 + .../first_round/attachment4_predictions.csv | 61 + .../attachment4_router_local_evidence.csv | 2996 +++++++++ .../attachment4_router_profiles.csv | 21 + .../E0_EarlyConcat_01_vision_1.jpg | Bin 0 -> 27171 bytes .../E0_EarlyConcat_01_vision_2.jpg | Bin 0 -> 27194 bytes .../E0_EarlyConcat_02_vision_1.jpg | Bin 0 -> 12843 bytes .../E0_EarlyConcat_02_vision_2.jpg | Bin 0 -> 13144 bytes .../E0_EarlyConcat_03_vision_1.jpg | Bin 0 -> 15229 bytes .../E0_EarlyConcat_03_vision_2.jpg | Bin 0 -> 15147 bytes .../E0_EarlyConcat_04_vision_1.jpg | Bin 0 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final/output/q3/first_round/typical_explanation_card.md create mode 100644 final/output/q3/first_round/validation_error_attribution.csv create mode 100644 final/output/q3/first_round/validation_errors.csv create mode 100644 final/output/q3/first_round/validation_metrics.json create mode 100644 final/output/q3/first_round/validation_predictions.csv create mode 100644 final/output/q3/mofe_router_heatmap_examples.pdf create mode 100644 final/output/q3/mofe_router_heatmap_examples.png create mode 100644 final/output/q3/mofe_router_heatmap_manifest.json create mode 100644 final/output/q3/mofe_router_heatmap_scores.csv create mode 100644 final/output/q3/mofe_router_heatmap_summary.csv create mode 100644 final/q3/README.md create mode 100644 final/q3/plot_router_heatmaps.py create mode 100644 final/q3/run_experiments.py create mode 100644 final/q3/test_explanations.py diff --git a/final/README.md b/final/README.md index 2ea0362..5589310 100644 --- a/final/README.md +++ b/final/README.md @@ -11,7 +11,7 @@ | `q1/` | Q1 原生特征提取、物理时间特征包构建、五折对照和可视化 | | `q2/math/` | 数学方案 C0–C7、训练、缺失控制评估及附件 3 预测 | | `q2/deep_learning/q2/` | EarlyConcat + BiGRU、MoFE-7 + MLP Router 及训练协议 | -| `q3/` | Q3 训练、验证、附件 4 全量预测和逐样本解释卡片 | +| `q3/` | Q3 验证、附件 4 全量预测和逐样本解释卡片 | | `output/q1/` | 已整理的 Q1 100 个特征文件、对齐审计和已有结果 | | `output/q2/` | 已整理的 Q2 未对齐数据模型对比结果表 | | `output/q3/` | Q3 运行后生成的预测、解释和验证结果 | @@ -148,28 +148,47 @@ python final/compare_unaligned_q2.py \ 结果文件包括 `comparison_validation.csv`（全模型验证对比）、`comparison_test.csv`（预先选出的数学模型及两种深度模型测试结果）、`comparison_aurc.csv`（四种缺失模式的 AURC-MAE）。指标定义、已有对比数值和边界说明见 [REPORTS.md](REPORTS.md)。 -## Q3：可解释预测与附件 4 输出 +## Q3：分层反事实证据归因 -Q3 使用附件 2 训练集训练 EarlyConcat + BiGRU；只用官方验证集选择 epoch。默认最多 12 轮、耐心值 3、batch size 64，AdamW 学习率 `3e-4`、权重衰减 `1e-3`，目标函数为交叉熵加 `0.5 × SmoothL1` 强度回归。验证选择使用自然缺失、30% 单模态/同步缺失和 50% 异步缺失情景。附件 4 的 20 个未对齐样本经同一 adapter 投影，生成类别、情感分数、三类概率、模态贡献、主导模态及逐样本解释卡片。 +Q3 复用 Q2 已训练的 EarlyConcat + BiGRU、MoFE-7 + MLP Router 检查点和同一套训练集 robust scaler，不重新拟合模型。第一轮含三个解释方案：E0 对 EarlyConcat 做精确三模态 Shapley 与局部遮蔽；E1 把 MoFE Router 当作待检验的内部信号；E2 对同一个 MoFE 检查点做精确 Shapley、交互和局部遮蔽。E1/E2 的预测完全相同，比较的是解释方式。 -```bash -python -m final.q3.train_interpretable \ - --input-version unaligned_50 \ - --attachment4-version unaligned_50 \ - --output-dir final/output/q3 \ - --device auto -``` +在项目根目录设置附件位置后运行。项目默认查找 final/data/；也可以将 FINAL_DATA_DIR 指向包含附件 2、附件 4 文件夹的根目录： -输出目录包含： +~~~powershell +$env:FINAL_DATA_DIR = "D:\task-data" +python -m final.q3.run_experiments --output-dir final/output/q3/first_round --device auto +~~~ -- `attachment4_predictions.csv`：20 条完整预测及类别概率。 -- `attachment4_explanations.csv`：预测、各模态遮蔽影响、主导模态和原始转写。 -- `attachment4_local_evidence.csv`：文本 token、音频/视频来源行、归一化进程区间和单位置遮蔽影响。 -- `attachment4_input_audit.csv`：输入哈希、adapter 模式、长度和可见位置审计。 -- `explanation_cards/`：逐样本 Markdown 解释卡；`typical_explanation_card.md` 为置信度接近样本中位数的代表样例。 -- `validation_metrics.json`、`validation_predictions.csv`、`validation_errors.csv`、`validation_diagnostics.png`：验证指标、误差样本和图示。 +~~~bash +export FINAL_DATA_DIR="/data/task-data" +python -m final.q3.run_experiments --output-dir final/output/q3/first_round --device auto +~~~ -附件 4 未对齐特征没有可靠物理时间戳，因此音频/视频证据位置以归一化进程和原始特征行表示，不伪造秒级时间。模态/位置分数由遮蔽特征前后的模型概率差计算，表示模型敏感性，不是因果效应或情感成因证明。输出中提供源视频相对路径，便于回到原片段查看。 +完整运行使用官方验证集生成预测指标、误差归因和分类 margin 的 Shapley。只想快速检查附件 4 可增加 --skip-validation；不抽取候选视频帧可增加 --no-frames。每次运行请给一个新的空输出目录。 + +主要产物： + +- attachment4_predictions.csv：20 个附件 4 样本在 E0/E1/E2 下的预测和类别概率。 +- attachment4_modal_shapley.csv、attachment4_pairwise_interactions.csv：分类 logit 与强度回归的模态贡献、绝对贡献比例、配对交互和 Shapley 完备性残差。 +- attachment4_local_evidence.csv、attachment4_router_local_evidence.csv：1/3/5 个相对进程 bin 的局部遮蔽响应与 MoFE Router 位置分数。 +- attachment4_evidence_segments.csv：每个方案的代表性文本、音频和视觉证据段；evidence_frames/ 中保存由进度比例估算位置抽取的候选帧。 +- faithfulness_by_sample.csv、q3_method_comparison.csv：删除/保留检验、0–70% 删除曲线、尺度稳定性和 Router–Shapley 一致性汇总。 +- validation_predictions.csv、validation_errors.csv、validation_error_attribution.csv：官方验证集预测、误差样本和分类 margin 归因。 +- explanation_cards/、typical_explanation_card.md、evidence_profiles/：逐样本解释卡、代表卡和 3×50 局部证据图。 + +想先查看文本、音频波形、视频帧中的遮蔽位置，再查看对应时间 bin 上七个 MoFE expert 的 Router 权重热力图，可运行： + +~~~powershell +python -m final.q3.plot_router_heatmaps --output-dir final/output/q3 +~~~ + +它输出附件 4 样本 02、03 的完整输入和受控残缺对照图：蓝色斜线表示输入被遮蔽，下面按 T、A、V、TA、TV、AV、TAV 顺序显示 expert 的 α[t,e]。详细定义与限制见 [Q3 实验说明](q3/README.md#router-热力图样例)，实验图也已收录在 [REPORTS.md](REPORTS.md)。 + +三种输入模态只有 8 个 coalition，脚本完整枚举而非近似 SHAP。分类解释固定使用完整输入的预测类别 logit，回归解释使用情感强度输出。局部证据是单模态窗口被遮蔽前后的 logit 差；正值表示该窗口支持当前预测，负值表示该窗口反对当前预测。Router 权重只描述路由机制，不能直接解释成预测贡献。 + +附件 4 特征行没有物理时间戳。文本可以回溯到 tokenizer token 和来源行；音频/视觉证据保留来源行与归一化进程。若视频可读，候选帧位置由相对进程乘视频时长估算，供人工回看，不表示特征已经物理时间对齐。删除/保留检验使用模型训练时见过的 mask 接口，但孤立稀疏遮蔽仍可能偏离训练分布；报告会把 10% 保留结果标为诊断，主要删除曲线范围限制在最多删除 70%。 + +细节和解释边界见 Q3 实验说明（q3/README.md）与 REPORTS.md。 ## 模型与对齐约定 @@ -182,4 +201,4 @@ python -m final.q3.train_interpretable \ 训练结果写入传入的 `--output-dir`；建议为每轮实验使用新的空目录。检查点、训练历史、数据/划分哈希、随机种子、特征版本、adapter 审计和验证/测试指标随运行结果保存。官方附件不进入版本库；`final/.gitignore` 已忽略 `data/`、Q1 中间缓存和环境目录。 -当前已整理的 Q1/Q2 表格和结果摘要保存在 `output/`、`experiments/` 与 [REPORTS.md](REPORTS.md)。若要重建所有模型权重和预测，按上面的 Q1、Q2、Q3 顺序运行相应入口；Q1 原生视觉特征还需要单独准备 OpenFace 2.2.0。 +当前已整理的 Q1/Q2/Q3 表格和结果摘要保存在 `output/`、`experiments/` 与 [REPORTS.md](REPORTS.md)。若要重建所有模型权重和预测，按上面的 Q1、Q2、Q3 顺序运行相应入口；Q1 原生视觉特征还需要单独准备 OpenFace 2.2.0。 diff --git a/final/REPORTS.md b/final/REPORTS.md index 5b177e9..5e73ba9 100644 --- a/final/REPORTS.md +++ b/final/REPORTS.md @@ -94,4 +94,47 @@ Q1 adapter 使用带媒体时戳的原生特征进行物理时间聚合；Q2 未 在两种深度学习方案之间，MoFE − EarlyConcat 的 AURC-MAE 配对 95% 区间分别为：单模态 -0.0104 [-0.0347, 0.0111]、同步 -0.0107 [-0.0322, 0.0093]、部分重叠 -0.0075 [-0.0280, 0.0112]、异步 -0.0026 [-0.0219, 0.0149]；均跨零。数学分支 C6 的四种 AURC 点估计均低于 C0，但这是描述性点差；不把它解读为跨随机种子的稳健优势。 -完整精度及审计文件：[14 个版本验证指标](output/q2/comparison_validation.csv) · [3 个正式测试结果](output/q2/comparison_test.csv) · [全部版本 AURC-MAE](output/q2/comparison_aurc.csv) · [数学运行清单](experiments/q2/unaligned_math_all_b128/run_manifest.json) · [深度学习运行清单](experiments/q2/unaligned_deep_two_b128/run_manifest.json) · [数学 42 情景明细（gzip CSV）](experiments/q2/unaligned_math_all_b128/controlled_missingness.csv.gz) · [深度学习 42 情景明细](experiments/q2/unaligned_deep_two_b128/controlled_metrics_by_scenario.csv) · [深度学习测试配对 Bootstrap](experiments/q2/unaligned_deep_two_b128/official_test_paired_bootstrap.csv)。 +完整精度及审计文件：[14 个版本验证指标](output/q2/comparison_validation.csv) · [3 个正式测试结果](output/q2/comparison_test.csv) · [全部版本 AURC-MAE](output/q2/comparison_aurc.csv) · [数学运行清单](experiments/q2/unaligned_math_all_b128/run_manifest.json) · [深度学习运行清单](experiments/q2/unaligned_deep_two_b128/run_manifest.json) · [数学 42 情景明细（gzip CSV）](experiments/q2/unaligned_math_all_b128/controlled_missingness.csv.gz) · [深度学习 42 情景明细](experiments/q2/unaligned_deep_two_b128/controlled_metrics_by_scenario.csv) · [深度学习测试配对 Bootstrap](experiments/q2/unaligned_deep_two_b128/official_test_paired_bootstrap.csv)。 + +## Q3：分层反事实证据归因（第一轮） + +Q3 将 Q1 的统一输入/回溯接口、Q2 的缺失鲁棒预测器与附件 4 原始视频接起来。附件 4 的特征按统一 adapter 的 Relative-Progress 模式转换；预测器直接复用 Q2 seed 20260924 的 EarlyConcat + BiGRU、MoFE-7 + MLP Router 检查点和仅由训练集拟合的 robust scaler，本轮不重新训练。解释覆盖附件 4 的 20 个样本；官方验证集另有 728 条样本用于复核预测指标并输出误差归因。 + +三模态只有 8 个输入组合，因此 E0/E2 对文本、音频、视觉 coalition 完整枚举，分别计算预测类别 logit 与强度输出的精确 Shapley 贡献及成对交互。局部证据由窗口宽度 1/3/5 的反事实遮蔽得到，并回溯到特征来源行、文本片段及候选视频帧。E1 展示 MoFE Router 权重，并用同一预测器做删除/保留检验；Router 权重作为内部路由信号分析，不直接当作预测贡献。 + +### 预测器验证表现 + +下表为复用检查点在官方验证集自然缺失输入上的结果。E1 与 E2 使用同一个 MoFE 检查点，因此预测指标相同。 + +| 方案 / 预测器 | Accuracy ↑ | Macro-F1 ↑ | MAE ↓ | RMSE ↓ | Pearson ↑ | +|---|---:|---:|---:|---:|---:| +| E0 EarlyConcat + BiGRU | **0.6236** | **0.5779** | 0.6614 | 0.8731 | **0.6092** | +| E1/E2 MoFE-7 + MLP Router | 0.6140 | 0.5661 | **0.6426** | **0.8499** | 0.6014 | + +EarlyConcat 的 Accuracy/Macro-F1 点估计较高，MoFE 的 MAE/RMSE 较低。这里复核的是已训练检查点，不是 Q3 新模型训练结果；指标差别不代表显著差异。 + +### 附件 4 解释行为检查 + +下表数值是 20 个无人工解释标签样本的均值。Comprehensiveness 是删除高排名局部证据后预测类别 logit 的下降，越大说明当前预测对所选证据越敏感；Sufficiency 是只保留高排名证据后的完整输入 logit 绝对差，越小越接近完整输入。Deletion AUC 汇总删除 0%–70% 的 logit 下降。 + +| 方案 | 删除 Top 10% ↑ | 删除 Top 30% ↑ | 仅保留 Top 10% 的绝对差 ↓ | 仅保留 Top 30% 的绝对差 ↓ | Deletion AUC ↑ | 尺度稳定性 Spearman ↑ | +|---|---:|---:|---:|---:|---:|---:| +| E0 EarlyConcat：Shapley + 局部遮蔽 | 0.4599 | **1.1218** | 0.5246 | 0.2542 | **0.9157** | 0.9047 | +| E1 MoFE：Router + 反事实检验 | 0.2100 | 0.8702 | 0.4954 | 0.2500 | 0.7925 | — | +| E2 MoFE：Shapley + 局部遮蔽 | **0.3515** | 0.9818 | **0.4116** | **0.1950** | 0.8371 | 0.8823 | + +在同一 MoFE 检查点上，E2 的删除分数和 deletion AUC 高于 E1，保留证据后的绝对差更低；这说明 E2 的局部 Shapley/遮蔽排序在本批样本上比 Router utility 更贴合预测器的遮蔽响应。两者的平均模态排序 Spearman 为 0.725，主导模态一致率为 17/20（85%），Router 与反事实贡献存在一定对应，但并不相同。E0/E2 的尺度稳定性是窗口宽度 1/3/5 得分排序相关的样本均值；E1 不是多尺度遮蔽解释，故不计算该值。 + +Shapley 完备性检查覆盖分类与强度两种输出，最大绝对残差为 `4.44×10⁻¹⁶`；E1/E2 的 20 个样本预测类别、强度和类别概率逐项一致。上述 faithfulness 数值是模型响应诊断，不是人工解释准确率；删除/保留输入也可能偏离训练时的掩码分布，尤其是仅保留 10% 的情景。附件 4 没有词、音频帧或视频帧的可信时间戳；输出的视频秒数由归一化进程乘视频时长估算，只作人工回看定位，不代表物理时间对齐。遮蔽贡献也不证明现实情绪成因。 + +完整结果：[Q3 方案汇总](output/q3/first_round/q3_method_comparison.csv) · [运行清单与完备性审计](output/q3/first_round/run_manifest.json) · [附件 4 预测](output/q3/first_round/attachment4_predictions.csv) · [模态 Shapley 贡献](output/q3/first_round/attachment4_modal_shapley.csv) · [跨模态交互](output/q3/first_round/attachment4_pairwise_interactions.csv) · [局部证据](output/q3/first_round/attachment4_local_evidence.csv) · [逐样本 faithfulness](output/q3/first_round/faithfulness_by_sample.csv) · [验证集指标](output/q3/first_round/validation_metrics.json) · [验证集错误归因](output/q3/first_round/validation_error_attribution.csv) · [典型解释卡](output/q3/first_round/typical_explanation_card.md)。全部 20 个样本解释卡、证据图、候选帧与 CSV 保存在 [`output/q3/first_round/`](output/q3/first_round/)。 + +### MoFE Router 热力图示例 + +下图选取附件 4 样本 02（完整输入时 MoFE 预测中性）和样本 03（预测负向）。每个样本各展示完整输入与一组受控遮蔽：样本 02 遮蔽文本 bins 6–20 和音频 bins 19–33，样本 03 遮蔽视觉 bins 19–33。完整样本三种模态各有 50/50 个可见 bin；残缺输入是人为构造的对照，不是附件 4 的原生缺失记录。上方文本、波形和视频帧只用蓝色斜线标记被遮蔽区；下方将 T、A、V、TA、TV、AV、TAV 七个 expert 横向并排，色块/数值表示该样本的平均 Router 权重，下方窄条显示 50 个相对进程 bin 上的 α[t,e]。每个 bin 的权重在可用 expert 中归一化；非可用 expert 权重为 0。色条显示原始 0–1 分数并用平方根归一化增强低权重可见度。顶部 T/A/V 数值是跨位置的 Router exposure share。 + +样本 02 的 T/A/V exposure share 从完整输入的 35.8%/28.9%/35.2% 变为遮蔽文本与音频后的 29.9%/25.9%/44.1%，分类预测从中性变为正向。样本 03 从 35.9%/29.2%/34.9% 变为遮蔽视觉后的 39.6%/34.2%/26.2%，分类仍为负向。这些是两个受控样本的 Router 路由变化示例，不表示缺失模态的真实情绪贡献；α[t,e] 也不是反事实预测贡献。 + +![附件 4 完整与受控残缺样本的 MoFE Router 热力图](output/q3/mofe_router_heatmap_examples.png) + +[PNG 高清图](output/q3/mofe_router_heatmap_examples.png) · [PDF 矢量版](output/q3/mofe_router_heatmap_examples.pdf) · [逐位置 Router 分数](output/q3/mofe_router_heatmap_scores.csv) · [样本与条件摘要](output/q3/mofe_router_heatmap_summary.csv) · [热力图运行清单](output/q3/mofe_router_heatmap_manifest.json) · [可复现绘图脚本](q3/plot_router_heatmaps.py)。 diff --git a/final/output/q3/first_round/attachment4_evidence_segments.csv b/final/output/q3/first_round/attachment4_evidence_segments.csv new file mode 100644 index 0000000..4e8fcae --- /dev/null +++ b/final/output/q3/first_round/attachment4_evidence_segments.csv @@ -0,0 +1,333 @@ +variant,case_id,modality,rank_within_modality,slot_start_0based,slot_end_exclusive,relative_progress_start,relative_progress_end,source_row_start,source_row_end_exclusive,local_score_sum_signed,local_score_mass,direction,score_semantics,evidence_text,text_evidence_method,source_video,video_time_start_sec_estimate,video_time_end_sec_estimate,video_time_basis,candidate_frame +E0_EarlyConcat,01,text,1,19,22,0.3799999952316284,0.4399999976158142,9,11,0.21195699274539948,0.21195699274539948,supports_predicted_class,predicted-class logit drop after local occlusion,belt is,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/01.mp4,3.4199999570846558,3.959999978542328,"relative progress times clip duration; approximate, not a physical feature timestamp", 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+E1_MoFE_Router,02,text,2,48,49,0.9599999785423279,0.9800000190734863,20,21,0.6318359375,0.6318359375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,We want to live by each other’s happiness - not by each other’s misery.,whole_transcript_special_tokens_only,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/02.mp4,3.3532501650490163,3.4231096866230963,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,02,audio,1,19,21,0.3799999952316284,0.41999998688697815,25,28,1.02581787109375,1.02581787109375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 25–27; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/02.mp4,1.327328203344226,1.4670469341966212,"relative progress times clip duration; approximate, not a physical feature timestamp", 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timestamp",evidence_frames/E1_MoFE_Router_02_vision_1.jpg +E1_MoFE_Router,02,vision,2,1,3,0.019999999552965164,0.05999999865889549,1,3,1.246826171875,1.246826171875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 1–2; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/02.mp4,0.06985937843852118,0.20957813531556352,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_02_vision_2.jpg +E0_EarlyConcat,03,text,1,30,35,0.6000000238418579,0.699999988079071,21,25,0.6632056906819344,0.6632056906819344,supports_predicted_class,predicted-class logit drop after local occlusion,take rental income into,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,5.7983984304076435,6.764797784796179,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,03,audio,1,14,18,0.2800000011920929,0.36000001430511475,53,69,0.0951934065669775,0.0951934065669775,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 53–68; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,2.705919171520382,3.4790390582445863,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,03,audio,2,48,49,0.9599999785423279,0.9800000190734863,183,188,0.02078845165669918,0.02078845165669918,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 183–187; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,9.27743691263312,9.470717244326115,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,03,vision,1,17,20,0.3400000035762787,0.4000000059604645,48,58,-0.07836657762527466,0.07836657762527466,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 48–57; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,3.2857590145611466,3.8655988576019107,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_03_vision_1.jpg +E0_EarlyConcat,03,vision,2,2,3,0.03999999910593033,0.05999999865889549,5,9,-0.025225579738616943,0.025225579738616943,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 5–8; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,0.38655987135971337,0.57983980703957,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_03_vision_2.jpg +E2_MoFE_Shapley,03,text,1,44,46,0.8799999952316284,0.9200000166893005,30,33,0.26579518616199493,0.26579518616199493,supports_predicted_class,predicted-class logit drop after local occlusion,yield into account,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,8.504317313918472,8.890877401285351,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,03,text,2,35,37,0.699999988079071,0.7400000095367432,24,26,0.26180368661880493,0.26180368661880493,supports_predicted_class,predicted-class logit drop after local occlusion,into account,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,6.764797784796179,7.151357872163057,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,03,audio,1,7,11,0.14000000059604645,0.2199999988079071,26,43,-0.12540102005004883,0.12540102005004883,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 26–42; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,1.352959585760191,2.126079328479618,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,03,audio,2,3,4,0.05999999865889549,0.07999999821186066,11,16,-0.02344767190515995,0.02344767190515995,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 11–15; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,0.57983980703957,0.7731197427194267,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,03,vision,1,42,45,0.8399999737739563,0.8999999761581421,120,130,0.09252412989735603,0.09252412989735603,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 120–129; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,8.117757226551593,8.697597069592357,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_03_vision_1.jpg +E2_MoFE_Shapley,03,vision,2,7,9,0.14000000059604645,0.18000000715255737,20,26,0.05589953996241093,0.05589953996241093,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 20–25; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,1.352959585760191,1.7395195291222931,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_03_vision_2.jpg +E1_MoFE_Router,03,text,1,33,35,0.6600000262260437,0.699999988079071,23,25,1.26953125,1.26953125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,income into,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,6.3782382734484075,6.764797784796179,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,03,text,2,9,10,0.18000000715255737,0.20000000298023224,6,7,0.6348876953125,0.6348876953125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,##er,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,1.7395195291222931,1.9327994288009553,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,03,audio,1,31,35,0.6200000047683716,0.699999988079071,118,134,2.06378173828125,2.06378173828125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 118–133; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,5.991678186081529,6.764797784796179,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,03,audio,2,0,1,0.0,0.019999999552965164,0,4,0.51568603515625,0.51568603515625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 0–3; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,0.0,0.19327993567985668,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,03,vision,1,37,40,0.7400000095367432,0.800000011920929,106,116,1.85589599609375,1.85589599609375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 106–115; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,7.151357872163057,7.731197715203821,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_03_vision_1.jpg +E1_MoFE_Router,03,vision,2,48,49,0.9599999785423279,0.9800000190734863,138,142,0.6190185546875,0.6190185546875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 138–141; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4,9.27743691263312,9.470717244326115,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_03_vision_2.jpg +E0_EarlyConcat,04,text,1,5,7,0.10000000149011612,0.14000000059604645,2,4,0.35671761631965637,0.35671761631965637,supports_predicted_class,predicted-class logit drop after local occlusion,i blow,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,0.6994010104218871,0.9791614041687549,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,04,text,2,44,46,0.8799999952316284,0.9200000166893005,24,26,0.3552183657884598,0.3552183657884598,supports_predicted_class,predicted-class logit drop after local occlusion,absolutely not,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,6.154728766649962,6.434489316725135,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,04,audio,1,11,15,0.2199999988079071,0.30000001192092896,30,42,-0.11943121813237667,0.11943121813237667,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 30–41; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,1.5386821916624904,2.0982030833750964,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,04,audio,2,37,38,0.7400000095367432,0.7599999904632568,101,105,-0.0299887266010046,0.0299887266010046,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 101–104; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,5.175567466700077,5.315447533299923,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,04,vision,1,35,40,0.699999988079071,0.800000011920929,72,83,-0.1105031967163086,0.1105031967163086,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 72–82; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,4.895806916624904,5.595208083375097,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_04_vision_1.jpg +E2_MoFE_Shapley,04,text,1,43,46,0.8600000143051147,0.9200000166893005,24,26,0.41044581681489944,0.41044581681489944,supports_predicted_class,predicted-class logit drop after local occlusion,absolutely not,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,6.014848700050115,6.434489316725135,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,04,text,2,6,8,0.11999999731779099,0.1599999964237213,3,5,0.24217049777507782,0.24217049777507782,supports_predicted_class,predicted-class logit drop after local occlusion,blow it,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,0.8392811812406034,1.1190415749874711,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,04,audio,1,39,43,0.7799999713897705,0.8600000143051147,106,118,-0.11652672477066517,0.11652672477066517,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 106–117; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,5.4553275998997695,6.014848700050115,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,04,audio,2,12,13,0.23999999463558197,0.25999999046325684,32,36,0.023214101791381836,0.023214101791381836,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 32–35; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,1.6785623624812067,1.818442533299923,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,04,vision,1,39,42,0.7799999713897705,0.8399999737739563,80,87,0.23887880891561508,0.23887880891561508,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 80–86; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,5.4553275998997695,5.874968216574788,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_04_vision_1.jpg +E2_MoFE_Shapley,04,vision,2,31,33,0.6200000047683716,0.6600000262260437,63,68,0.10430653765797615,0.10430653765797615,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 63–67; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,4.336286233350038,4.616046783425212,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_04_vision_2.jpg +E1_MoFE_Router,04,text,1,44,48,0.8799999952316284,0.9599999785423279,24,27,2.5430908203125,2.5430908203125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,absolutely not.,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,6.154728766649962,6.714249449924827,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,04,text,2,21,22,0.41999998688697815,0.4399999976158142,11,13,0.635009765625,0.635009765625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,i kiss,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,2.937484108287394,3.077364383324981,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,04,audio,1,13,16,0.25999999046325684,0.3199999928474426,35,44,1.549072265625,1.549072265625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 35–43; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,1.818442533299923,2.2380831499749423,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,04,audio,2,46,47,0.9200000166893005,0.9399999976158142,126,129,0.51629638671875,0.51629638671875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 126–128; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,6.434489316725135,6.574369383324981,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,04,vision,1,39,43,0.7799999713897705,0.8600000143051147,80,89,2.47479248046875,2.47479248046875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 80–88; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,5.4553275998997695,6.014848700050115,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_04_vision_1.jpg +E1_MoFE_Router,04,vision,2,7,8,0.14000000059604645,0.1599999964237213,14,17,0.61773681640625,0.61773681640625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 14–16; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4,0.9791614041687549,1.1190415749874711,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_04_vision_2.jpg +E0_EarlyConcat,05,text,1,0,3,0.0,0.05999999865889549,0,2,0.15799430757761002,0.15799430757761002,supports_predicted_class,predicted-class logit drop after local occlusion,hi,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,0.0,0.36599999181926246,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,05,text,2,6,8,0.11999999731779099,0.1599999964237213,2,3,0.08240564912557602,0.08240564912557602,supports_predicted_class,predicted-class logit drop after local occlusion,",",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,0.7319999836385249,0.9759999781847,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,05,audio,1,18,21,0.36000001430511475,0.41999998688697815,43,51,0.10840904526412487,0.10840904526412487,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 43–50; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,2.1960000872611998,2.5619999200105665,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,05,audio,2,40,42,0.800000011920929,0.8399999737739563,96,101,0.05642612650990486,0.05642612650990486,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 96–100; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,4.8800000727176664,5.123999840021133,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,05,vision,1,21,25,0.41999998688697815,0.5,37,45,0.2373512201011181,0.2373512201011181,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 37–44; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,2.5619999200105665,3.05,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_05_vision_1.jpg +E0_EarlyConcat,05,vision,2,44,45,0.8799999952316284,0.8999999761581421,79,81,0.05083874985575676,0.05083874985575676,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 79–80; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,5.367999970912933,5.489999854564666,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_05_vision_2.jpg +E2_MoFE_Shapley,05,text,1,6,11,0.11999999731779099,0.2199999988079071,2,4,0.2561522349715233,0.2561522349715233,supports_predicted_class,predicted-class logit drop after local occlusion,", my",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,0.7319999836385249,1.3419999927282333,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,05,audio,1,1,6,0.019999999552965164,0.11999999731779099,2,15,-0.15269279666244984,0.15269279666244984,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 2–14; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,0.1219999972730875,0.7319999836385249,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,05,vision,1,43,48,0.8600000143051147,0.9599999785423279,77,87,0.3148336037993431,0.3148336037993431,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 77–86; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,5.2460000872612,5.855999869108199,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_05_vision_1.jpg +E1_MoFE_Router,05,text,1,43,46,0.8600000143051147,0.9200000166893005,14,16,1.901611328125,1.901611328125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,marketing.,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,5.2460000872612,5.612000101804733,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,05,text,2,0,1,0.0,0.019999999552965164,0,1,0.6363525390625,0.6363525390625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,"Hi, my name is Chloe, video marketer for Red Wagon Marketing.",whole_transcript_special_tokens_only,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,0.0,0.1219999972730875,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,05,audio,1,43,47,0.8600000143051147,0.9399999976158142,103,113,2.06158447265625,2.06158447265625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 103–112; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,5.2460000872612,5.7339999854564665,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,05,audio,2,23,24,0.46000000834465027,0.47999998927116394,55,58,0.51544189453125,0.51544189453125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 55–57; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,2.8060000509023664,2.9279999345540997,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,05,vision,1,3,6,0.05999999865889549,0.11999999731779099,5,11,1.8525390625,1.8525390625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 5–10; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,0.36599999181926246,0.7319999836385249,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_05_vision_1.jpg +E1_MoFE_Router,05,vision,2,17,18,0.3400000035762787,0.36000001430511475,30,33,0.61810302734375,0.61810302734375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 30–32; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4,2.0740000218153,2.1960000872611998,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_05_vision_2.jpg +E0_EarlyConcat,06,text,1,8,11,0.1599999964237213,0.2199999988079071,5,9,0.35889526456594467,0.35889526456594467,supports_predicted_class,predicted-class logit drop after local occlusion,a fan of dancing,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,1.328802050298959,1.8271028500996531,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,06,text,2,21,23,0.41999998688697815,0.46000000834465027,15,18,0.21360023319721222,0.21360023319721222,supports_predicted_class,predicted-class logit drop after local occlusion,to watch people,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,3.4881053510961832,3.8203060493024292,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,06,audio,1,5,9,0.10000000149011612,0.18000000715255737,16,30,-0.10391966439783573,0.10391966439783573,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 16–29; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,0.8305013123754338,1.494902399402082,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,06,audio,2,38,39,0.7599999904632568,0.7799999713897705,123,128,-0.023784717544913292,0.023784717544913292,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 123–127; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,6.311809800797224,6.477909902391673,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,06,vision,1,33,37,0.6600000262260437,0.7400000095367432,81,92,-0.08071585558354855,0.08071585558354855,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 81–91; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,5.4813087978076345,6.145709699202777,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_06_vision_1.jpg +E0_EarlyConcat,06,vision,2,40,41,0.800000011920929,0.8199999928474426,98,101,-0.01990342140197754,0.01990342140197754,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 98–100; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,6.64401049900347,6.810110600597919,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_06_vision_2.jpg +E2_MoFE_Shapley,06,text,1,21,24,0.41999998688697815,0.47999998927116394,15,18,0.45087654888629913,0.45087654888629913,supports_predicted_class,predicted-class logit drop after local occlusion,to watch people,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,3.4881053510961832,3.9864061508968773,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,06,text,2,7,9,0.14000000059604645,0.18000000715255737,5,7,0.27771830558776855,0.27771830558776855,supports_predicted_class,predicted-class logit drop after local occlusion,a fan,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,1.1627018249501735,1.494902399402082,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,06,audio,1,42,45,0.8399999737739563,0.8999999761581421,136,147,-0.12066813558340073,0.12066813558340073,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 136–146; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,6.9762107021923665,7.474511501993061,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,06,audio,2,14,16,0.2800000011920929,0.3199999928474426,45,53,-0.07646659761667252,0.07646659761667252,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 45–52; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,2.325403649900347,2.657604100597918,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,06,vision,1,40,45,0.800000011920929,0.8999999761581421,98,111,-0.10251033492386341,0.10251033492386341,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 98–110; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,6.64401049900347,7.474511501993061,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_06_vision_1.jpg +E1_MoFE_Router,06,text,1,40,41,0.800000011920929,0.8199999928474426,29,31,0.633056640625,0.633056640625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,check out,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,6.64401049900347,6.810110600597919,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,06,text,2,0,1,0.0,0.019999999552965164,0,1,0.6329345703125,0.6329345703125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,"If you're a fan of dancing in that sense, just like to watch people dance, see impressive dance moves then you might want to check out this movie solely for that",whole_transcript_special_tokens_only,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,0.0,0.16610025628736988,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,06,audio,1,43,45,0.8600000143051147,0.8999999761581421,140,147,1.0257568359375,1.0257568359375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 140–146; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,7.142311298804165,7.474511501993061,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,06,audio,2,39,41,0.7799999713897705,0.8199999928474426,127,134,1.025634765625,1.025634765625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 127–133; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,6.477909902391673,6.810110600597919,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,06,vision,1,46,50,0.9200000166893005,1.0,113,123,2.48345947265625,2.48345947265625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 113–122; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,7.6406120986048585,8.305013,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_06_vision_1.jpg +E1_MoFE_Router,06,vision,2,13,14,0.25999999046325684,0.2800000011920929,31,35,0.621337890625,0.621337890625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 31–34; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4,2.1593033007972244,2.325403649900347,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_06_vision_2.jpg +E0_EarlyConcat,07,text,1,23,28,0.46000000834465027,0.5600000023841858,23,28,0.5156635791063309,0.5156635791063309,supports_predicted_class,predicted-class logit drop after local occlusion,the topics of growing the,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,9.820080178141593,11.954880050897598,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,07,audio,1,1,4,0.019999999552965164,0.07999999821186066,8,34,0.05877157114446163,0.05877157114446163,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 8–33; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,0.4269599904567003,1.7078399618268012,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,07,audio,2,11,13,0.2199999988079071,0.25999999046325684,93,111,0.03315412998199463,0.03315412998199463,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 93–110; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,4.6965599745512,5.550479796409607,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,07,vision,1,10,14,0.20000000298023224,0.2800000011920929,63,90,0.09661082364618778,0.09661082364618778,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 63–89; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,4.269600063621998,5.977440025448799,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_07_vision_1.jpg +E0_EarlyConcat,07,vision,2,4,5,0.07999999821186066,0.10000000149011612,25,32,0.017936071380972862,0.017936071380972862,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 25–31; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,1.7078399618268012,2.134800031810999,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_07_vision_2.jpg +E2_MoFE_Shapley,07,text,1,22,27,0.4399999976158142,0.5400000214576721,22,27,0.43111030757427216,0.43111030757427216,supports_predicted_class,predicted-class logit drop after local occlusion,discussed the topics of growing,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,9.3931199491024,11.527920458078384,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,07,audio,1,25,27,0.5,0.5400000214576721,212,230,-0.04944984056055546,0.04944984056055546,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 212–229; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,10.674,11.527920458078384,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,07,audio,2,30,32,0.6000000238418579,0.6399999856948853,255,272,-0.04653453826904297,0.04653453826904297,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 255–271; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,12.808800508975983,13.66271969461441,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,07,vision,1,38,42,0.7599999904632568,0.8399999737739563,242,268,-0.10332179255783558,0.10332179255783558,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 242–267; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,16.224479796409607,17.932319440126417,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_07_vision_1.jpg +E2_MoFE_Shapley,07,vision,2,33,34,0.6600000262260437,0.6800000071525574,210,217,-0.024214783683419228,0.024214783683419228,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 210–216; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,14.08968055987358,14.516640152692794,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_07_vision_2.jpg +E1_MoFE_Router,07,text,1,31,33,0.6200000047683716,0.6600000262260437,31,33,1.28271484375,1.28271484375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,future of,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,13.235760101795195,14.08968055987358,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,07,text,2,0,1,0.0,0.019999999552965164,0,1,0.6417236328125,0.6417236328125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,"As Linn’s associate editor Michael Baadke reports in our November 28 issue, attendees “enthusiastically discussed the topics of growing the hobby, the future of stamp shows, and dealers and philatelic partnerships, along with ways the leading organizations involved in the stamp hobby can work together to make it succeed and grow",whole_transcript_special_tokens_only,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,0.0,0.4269599904567003,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,07,audio,1,28,30,0.5600000023841858,0.6000000238418579,238,255,1.0413818359375,1.0413818359375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 238–254; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,11.954880050897598,12.808800508975983,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,07,audio,2,34,36,0.6800000071525574,0.7200000286102295,289,306,1.04034423828125,1.04034423828125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 289–305; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,14.516640152692794,15.370560610771179,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,07,vision,1,18,20,0.36000001430511475,0.4000000059604645,114,128,1.22320556640625,1.22320556640625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 114–127; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,7.685280305385589,8.539200127243996,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_07_vision_1.jpg +E1_MoFE_Router,07,vision,2,36,38,0.7200000286102295,0.7599999904632568,229,243,1.22210693359375,1.22210693359375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 229–242; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4,15.370560610771179,16.224479796409607,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_07_vision_2.jpg +E0_EarlyConcat,08,text,1,38,41,0.7599999904632568,0.8199999928474426,9,11,0.35957229137420654,0.35957229137420654,supports_predicted_class,predicted-class logit drop after local occlusion,design grand,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,3.8653622314960954,4.170522423622072,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,08,text,2,20,21,0.4000000059604645,0.41999998688697815,5,6,0.11088132858276367,0.11088132858276367,supports_predicted_class,predicted-class logit drop after local occlusion,tonight,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,2.0344012303149404,2.1361211933071313,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,08,audio,1,40,42,0.800000011920929,0.8399999737739563,78,83,-0.02861309051513672,0.02861309051513672,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 78–82; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,4.068802460629881,4.272242386614263,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,08,audio,2,11,13,0.2199999988079071,0.25999999046325684,21,26,0.02798012923449278,0.02798012923449278,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 21–25; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,1.118920653937012,1.3223607314960957,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,08,vision,1,41,44,0.8199999928474426,0.8799999952316284,60,66,-0.041410207748413086,0.041410207748413086,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 60–65; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,4.170522423622072,4.475682615748048,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_08_vision_1.jpg +E0_EarlyConcat,08,vision,2,3,5,0.05999999865889549,0.10000000149011612,4,8,-0.02705029584467411,0.02705029584467411,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 4–7; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,0.30516017317913846,0.5086003075787351,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_08_vision_2.jpg +E2_MoFE_Shapley,08,text,1,10,14,0.20000000298023224,0.2800000011920929,2,4,0.316143237054348,0.316143237054348,supports_predicted_class,predicted-class logit drop after local occlusion,brings us,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,1.0172006151574702,1.424080846062988,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,08,text,2,17,18,0.3400000035762787,0.36000001430511475,4,5,0.0770115852355957,0.0770115852355957,supports_predicted_class,predicted-class logit drop after local occlusion,to,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,1.729241038188964,1.8309611527558565,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,08,audio,1,46,49,0.9200000166893005,0.9800000190734863,90,97,-0.12180622294545174,0.12180622294545174,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 90–96; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,4.6791228448818325,4.984283037007809,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,08,audio,2,42,44,0.8399999737739563,0.8799999952316284,82,87,-0.0827360562980175,0.0827360562980175,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 82–86; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,4.272242386614263,4.475682615748048,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,08,vision,1,23,27,0.46000000834465027,0.5400000214576721,34,40,-0.11863954737782478,0.11863954737782478,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 34–39; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,2.3395614224409162,2.746441729133785,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_08_vision_1.jpg +E2_MoFE_Shapley,08,vision,2,43,44,0.8600000143051147,0.8799999952316284,63,66,-0.01590188406407833,0.01590188406407833,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 63–65; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,4.373962652755856,4.475682615748048,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_08_vision_2.jpg +E1_MoFE_Router,08,text,1,42,44,0.8399999737739563,0.8799999952316284,10,12,1.2840576171875,1.2840576171875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,grand challenge,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,4.272242386614263,4.475682615748048,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,08,text,2,47,49,0.9399999976158142,0.9800000190734863,12,13,1.28369140625,1.28369140625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,"That brings us to tonight, the Universal Design Grand Challenge",whole_transcript_special_tokens_only,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,4.7808428078740235,4.984283037007809,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,08,audio,1,23,28,0.46000000834465027,0.5600000023841858,45,55,2.603759765625,2.603759765625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 45–54; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,2.3395614224409162,2.848161692125976,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,08,vision,1,47,50,0.9399999976158142,1.0,69,74,1.8212890625,1.8212890625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 69–73; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,4.7808428078740235,5.086003,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_08_vision_1.jpg +E1_MoFE_Router,08,vision,2,42,44,0.8399999737739563,0.8799999952316284,62,66,1.2158203125,1.2158203125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 62–65; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4,4.272242386614263,4.475682615748048,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_08_vision_2.jpg +E0_EarlyConcat,09,text,1,28,33,0.5600000023841858,0.6600000262260437,11,14,0.7562256008386612,0.7562256008386612,supports_predicted_class,predicted-class logit drop after local occlusion,"at all,",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,2.8235155320210454,3.327714852231502,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,09,audio,1,28,33,0.5600000023841858,0.6600000262260437,55,66,-0.10792462155222893,0.10792462155222893,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 55–65; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,2.8235155320210454,3.327714852231502,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,09,vision,1,6,11,0.11999999731779099,0.2199999988079071,8,17,-0.16160853765904903,0.16160853765904903,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 8–16; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,0.6050390264763236,1.109238233989477,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_09_vision_1.jpg +E2_MoFE_Shapley,09,text,1,27,31,0.5400000214576721,0.6200000047683716,10,13,0.37862007319927216,0.37862007319927216,supports_predicted_class,predicted-class logit drop after local occlusion,movie at all,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,2.722675788189411,3.126035064042091,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,09,text,2,35,36,0.699999988079071,0.7200000286102295,13,15,0.08794069290161133,0.08794069290161133,supports_predicted_class,predicted-class logit drop after local occlusion,", i",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,3.5293943398947714,3.6302343842525477,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,09,audio,1,47,50,0.9399999976158142,1.0,93,99,0.025328159797936678,0.025328159797936678,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 93–98; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,4.7394724679789535,5.041992,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,09,audio,2,2,4,0.03999999910593033,0.07999999821186066,3,8,0.015558242332190275,0.015558242332190275,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 3–7; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,0.20167967549210786,0.4033593509842157,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,09,vision,1,11,14,0.2199999988079071,0.2800000011920929,16,21,0.030474981293082237,0.030474981293082237,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 16–20; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,1.109238233989477,1.4117577660105227,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_09_vision_1.jpg +E2_MoFE_Shapley,09,vision,2,20,22,0.4000000059604645,0.4399999976158142,30,33,0.02094721794128418,0.02094721794128418,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 30–32; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,2.016796830052614,2.218476467978954,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_09_vision_2.jpg +E1_MoFE_Router,09,text,1,8,11,0.1599999964237213,0.2199999988079071,3,5,1.90087890625,1.90087890625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,##h ),bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,0.8067187019684314,1.109238233989477,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,09,text,2,4,5,0.07999999821186066,0.10000000149011612,1,2,0.633544921875,0.633544921875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,(,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,0.4033593509842157,0.5041992075131535,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,09,audio,1,8,11,0.1599999964237213,0.2199999988079071,15,22,1.544921875,1.544921875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 15–21; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,0.8067187019684314,1.109238233989477,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,09,audio,2,2,4,0.03999999910593033,0.07999999821186066,3,8,1.0291748046875,1.0291748046875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 3–7; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,0.20167967549210786,0.4033593509842157,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,09,vision,1,25,28,0.5,0.5600000023841858,37,42,1.85321044921875,1.85321044921875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 37–41; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,2.520996,2.8235155320210454,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_09_vision_1.jpg +E1_MoFE_Router,09,vision,2,12,13,0.23999999463558197,0.25999999046325684,18,20,0.61859130859375,0.61859130859375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 18–19; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4,1.2100780529526471,1.3109178719158172,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_09_vision_2.jpg +E0_EarlyConcat,10,text,1,42,47,0.8399999737739563,0.9399999976158142,26,31,0.7914992868900299,0.7914992868900299,supports_predicted_class,predicted-class logit drop after local occlusion,this one was pretty terrible,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,8.349577899313807,9.343575536301255,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,10,audio,1,3,6,0.05999999865889549,0.11999999731779099,11,24,-0.06940833665430546,0.06940833665430546,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 11–23; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,0.5963984266694561,1.1927968533389122,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,10,audio,2,22,24,0.4399999976158142,0.47999998927116394,85,94,-0.03950941562652588,0.03950941562652588,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 85–93; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,4.373588536301255,4.771187413355649,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,10,vision,1,4,6,0.07999999821186066,0.11999999731779099,11,18,0.036989012733101845,0.036989012733101845,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 11–17; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,0.7951979022259413,1.1927968533389122,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_10_vision_1.jpg +E0_EarlyConcat,10,vision,2,23,25,0.46000000834465027,0.5,67,74,0.0356092844158411,0.0356092844158411,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 67–73; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,4.572388122945607,4.969987,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_10_vision_2.jpg +E2_MoFE_Shapley,10,text,1,7,10,0.14000000059604645,0.20000000298023224,4,7,0.3392959460616112,0.3392959460616112,supports_predicted_class,predicted-class logit drop after local occlusion,and you know,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,1.3915963659246862,1.9879948296234309,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,10,text,2,19,20,0.3799999952316284,0.4000000059604645,12,13,0.10917878150939941,0.10917878150939941,supports_predicted_class,predicted-class logit drop after local occlusion,see,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,3.7771900726025103,3.9759896592468618,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,10,audio,1,4,7,0.07999999821186066,0.14000000059604645,15,28,0.03779570385813713,0.03779570385813713,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 15–27; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,0.7951979022259413,1.3915963659246862,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,10,audio,2,16,17,0.3199999928474426,0.3400000035762787,62,67,-0.007277011871337891,0.007277011871337891,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 62–66; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,3.1807916089037653,3.379591195548117,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,10,vision,1,22,27,0.4399999976158142,0.5400000214576721,64,80,0.2946096733212471,0.2946096733212471,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 64–79; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,4.373588536301255,5.367586173288703,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_10_vision_1.jpg +E1_MoFE_Router,10,text,1,5,8,0.10000000149011612,0.1599999964237213,3,6,1.8963623046875,1.8963623046875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,) and you,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,0.9939974148117154,1.5903958044518827,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,10,text,2,48,49,0.9599999785423279,0.9800000190734863,30,32,0.6322021484375,0.6322021484375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,terrible,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,9.542374826711297,9.741174709589957,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,10,audio,1,5,7,0.10000000149011612,0.14000000059604645,19,28,1.02618408203125,1.02618408203125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 19–27; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,0.9939974148117154,1.3915963659246862,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,10,audio,2,28,30,0.5600000023841858,0.6000000238418579,109,117,1.02508544921875,1.02508544921875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 109–116; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,5.566385463698745,5.963984636987448,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,10,vision,1,10,12,0.20000000298023224,0.23999999463558197,29,36,1.238525390625,1.238525390625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 29–35; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,1.9879948296234309,2.3855937066778243,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_10_vision_1.jpg +E1_MoFE_Router,10,vision,2,23,24,0.46000000834465027,0.47999998927116394,67,71,0.61895751953125,0.61895751953125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 67–70; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4,4.572388122945607,4.771187413355649,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_10_vision_2.jpg +E0_EarlyConcat,11,text,1,8,13,0.1599999964237213,0.25999999046325684,2,5,0.781589612364769,0.781589612364769,supports_predicted_class,predicted-class logit drop after local occlusion,would be ashamed,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,0.9286353392433822,1.509032404649019,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,11,audio,1,32,37,0.6399999856948853,0.7400000095367432,72,85,0.28002240508794785,0.28002240508794785,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 72–84; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,3.7145413569735286,4.29493859535098,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,11,vision,1,21,25,0.41999998688697815,0.5,36,43,-0.08146653696894646,0.08146653696894646,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 36–42; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,2.4376677438924013,2.9019855,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_11_vision_1.jpg +E0_EarlyConcat,11,vision,2,33,34,0.6600000262260437,0.6800000071525574,56,59,-0.017991483211517334,0.017991483211517334,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 56–58; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,3.830621012215197,3.9467003215132355,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_11_vision_2.jpg +E2_MoFE_Shapley,11,text,1,8,13,0.1599999964237213,0.25999999046325684,2,5,0.6127279326319695,0.6127279326319695,supports_predicted_class,predicted-class logit drop after local occlusion,would be ashamed,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,0.9286353392433822,1.509032404649019,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,11,audio,1,2,5,0.03999999910593033,0.10000000149011612,4,12,0.18129442259669304,0.18129442259669304,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 4–11; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,0.23215883481084554,0.5803971086485907,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,11,audio,2,33,34,0.6600000262260437,0.6800000071525574,75,78,0.05215102434158325,0.05215102434158325,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 75–77; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,3.830621012215197,3.9467003215132355,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,11,vision,1,47,49,0.9399999976158142,0.9800000190734863,80,85,-0.10202791169285774,0.10202791169285774,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 80–84; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,5.455732726162255,5.687891690701961,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_11_vision_1.jpg +E2_MoFE_Shapley,11,vision,2,4,5,0.07999999821186066,0.10000000149011612,6,9,-0.05162431672215462,0.05162431672215462,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 6–8; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,0.4643176696216911,0.5803971086485907,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_11_vision_2.jpg +E1_MoFE_Router,11,text,1,31,35,0.6200000047683716,0.699999988079071,9,12,2.5477294921875,2.5477294921875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,film if i,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,3.5984620476754903,4.062779630811274,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,11,text,2,40,41,0.800000011920929,0.8199999928474426,12,14,0.635986328125,0.635986328125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,was a,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,4.643176869188726,4.759256178486765,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,11,audio,1,1,3,0.019999999552965164,0.05999999865889549,2,7,1.0284423828125,1.0284423828125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 2–6; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,0.11607941740542277,0.3482382522162683,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,11,audio,2,5,6,0.10000000149011612,0.11999999731779099,11,14,0.514892578125,0.514892578125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 11–13; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,0.5803971086485907,0.6964765044325366,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,11,vision,1,32,34,0.6399999856948853,0.6800000071525574,55,59,1.2470703125,1.2470703125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 55–58; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,3.7145413569735286,3.9467003215132355,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_11_vision_1.jpg +E1_MoFE_Router,11,vision,2,7,8,0.14000000059604645,0.1599999964237213,12,14,0.62469482421875,0.62469482421875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 12–13; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4,0.8125559434594363,0.9286353392433822,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_11_vision_2.jpg +E0_EarlyConcat,12,text,1,26,29,0.5199999809265137,0.5799999833106995,22,26,0.269247330725193,0.269247330725193,supports_predicted_class,predicted-class logit drop after local occlusion,by fault of their,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,6.767278191777706,7.548118042805493,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,12,text,2,45,46,0.8999999761581421,0.9200000166893005,39,41,0.09271303564310074,0.09271303564310074,supports_predicted_class,predicted-class logit drop after local occlusion,is very,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,11.712596989722133,11.972877457194507,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,12,audio,1,8,11,0.1599999964237213,0.2199999988079071,41,57,-0.051615516655147076,0.051615516655147076,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 41–56; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,2.08223947345832,2.863079324486107,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,12,audio,2,24,25,0.47999998927116394,0.5,123,129,-0.014884431846439838,0.014884431846439838,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 123–128; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,6.246718420374959,6.5069985,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,12,vision,1,3,8,0.05999999865889549,0.1599999964237213,11,31,0.11161545850336552,0.11161545850336552,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 11–30; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,0.7808398025468699,2.08223947345832,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_12_vision_1.jpg +E2_MoFE_Shapley,12,text,1,43,46,0.8600000143051147,0.9200000166893005,37,41,0.23388135433197021,0.23388135433197021,supports_predicted_class,predicted-class logit drop after local occlusion,credit scores is very,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,11.19203760616672,11.972877457194507,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,12,text,2,9,10,0.18000000715255737,0.20000000298023224,7,9,0.07290557771921158,0.07290557771921158,supports_predicted_class,predicted-class logit drop after local occlusion,had good,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,2.3425195530833602,2.6027994387847335,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,12,audio,1,2,6,0.03999999910593033,0.11999999731779099,10,31,-0.1590693388134241,0.1590693388134241,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 10–30; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,0.52055986836458,1.5616796050937398,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,12,audio,2,10,11,0.20000000298023224,0.2199999988079071,51,57,-0.02710878849029541,0.02710878849029541,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 51–56; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,2.6027994387847335,2.863079324486107,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,12,vision,1,10,15,0.20000000298023224,0.30000001192092896,38,58,0.31226932629942894,0.31226932629942894,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 38–57; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,2.6027994387847335,3.9041992551389337,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_12_vision_1.jpg +E1_MoFE_Router,12,text,1,31,34,0.6200000047683716,0.6800000071525574,27,30,1.9324951171875,1.9324951171875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,", they have",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,8.068678202055573,8.84951805308336,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,12,text,2,40,42,0.800000011920929,0.8399999737739563,35,37,1.2891845703125,1.2891845703125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,", and",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,10.411197755138934,10.931757138694346,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,12,audio,1,10,12,0.20000000298023224,0.23999999463558197,51,62,1.04241943359375,1.04241943359375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 51–61; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,2.6027994387847335,3.1233592101874796,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,12,audio,2,28,29,0.5600000023841858,0.5799999833106995,143,150,0.52008056640625,0.52008056640625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 143–149; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,7.287838351027786,7.548118042805493,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,12,vision,1,31,34,0.6200000047683716,0.6800000071525574,119,132,1.864990234375,1.864990234375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 119–131; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,8.068678202055573,8.84951805308336,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_12_vision_1.jpg +E1_MoFE_Router,12,vision,2,40,42,0.800000011920929,0.8399999737739563,154,163,1.24432373046875,1.24432373046875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 154–162; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4,10.411197755138934,10.931757138694346,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_12_vision_2.jpg +E0_EarlyConcat,13,text,1,30,33,0.6000000238418579,0.6600000262260437,19,22,0.28444062918424606,0.28444062918424606,supports_predicted_class,predicted-class logit drop after local occlusion,a relationship between,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,5.207401406923533,5.728141547615886,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,13,text,2,26,28,0.5199999809265137,0.5600000023841858,16,18,0.19023734331130981,0.19023734331130981,supports_predicted_class,predicted-class logit drop after local occlusion,i can,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,4.513080874461174,4.860241140692353,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,13,audio,1,24,26,0.47999998927116394,0.5199999809265137,83,90,0.014062921516597271,0.014062921516597271,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 83–89; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,4.16592086688441,4.513080874461174,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,13,audio,2,20,22,0.4000000059604645,0.4399999976158142,69,77,-0.011938770767301321,0.011938770767301321,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 69–76; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,3.471600851730883,3.818760859307647,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,13,vision,1,45,48,0.8999999761581421,0.9599999785423279,16,18,-0.06461588479578495,0.06461588479578495,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 16–17; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,7.811101593076468,8.33184173376882,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_13_vision_1.jpg +E0_EarlyConcat,13,vision,2,42,44,0.8399999737739563,0.8799999952316284,15,16,-0.03947160579264164,0.03947160579264164,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 15–15; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,7.290361452384115,7.637521718615294,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_13_vision_2.jpg +E2_MoFE_Shapley,13,text,1,19,22,0.3799999952316284,0.4399999976158142,12,15,0.12002086639404297,0.12002086639404297,supports_predicted_class,predicted-class logit drop after local occlusion,from that data,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,3.2980207186152937,3.818760859307647,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,13,text,2,9,11,0.18000000715255737,0.2199999988079071,5,8,-0.079388577491045,0.079388577491045,opposes_predicted_class,predicted-class logit drop after local occlusion,could take a,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,1.56222042207706,1.9093804296538235,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,13,audio,1,7,10,0.14000000059604645,0.20000000298023224,24,35,-0.14229143038392067,0.14229143038392067,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 24–34; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,1.2150602851730883,1.7358004258654416,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,13,audio,2,26,28,0.5199999809265137,0.5600000023841858,89,97,-0.08555682376027107,0.08555682376027107,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 89–96; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,4.513080874461174,4.860241140692353,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,13,vision,1,19,22,0.3799999952316284,0.4399999976158142,6,8,0.05050241947174072,0.05050241947174072,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 6–7; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,3.2980207186152937,3.818760859307647,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_13_vision_1.jpg +E2_MoFE_Shapley,13,vision,2,5,6,0.10000000149011612,0.11999999731779099,2,3,0.01717897318303585,0.01717897318303585,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 2–2; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,0.8679002129327208,1.0414802167211026,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_13_vision_2.jpg +E1_MoFE_Router,13,text,1,3,5,0.05999999865889549,0.10000000149011612,1,4,1.41015625,1.41015625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,"for example,",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,0.5207401083605513,0.8679002129327208,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,13,text,2,14,16,0.2800000011920929,0.3199999928474426,8,11,1.2652587890625,1.2652587890625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,set of data,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,2.4301205703461766,2.7772805779229404,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,13,audio,1,1,6,0.019999999552965164,0.11999999731779099,3,21,2.89013671875,2.89013671875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 3–20; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,0.17358003612018377,1.0414802167211026,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,13,vision,1,14,16,0.2800000011920929,0.3199999928474426,5,6,1.24224853515625,1.24224853515625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 5–5; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,2.4301205703461766,2.7772805779229404,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_13_vision_1.jpg +E1_MoFE_Router,13,vision,2,20,21,0.4000000059604645,0.41999998688697815,7,8,0.62188720703125,0.62188720703125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 7–7; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4,3.471600851730883,3.6451807261920575,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_13_vision_2.jpg +E0_EarlyConcat,14,text,1,33,36,0.6600000262260437,0.7200000286102295,24,27,-0.3711981028318405,0.3711981028318405,opposes_predicted_class,predicted-class logit drop after local occlusion,( ufe,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,6.831645091465175,7.452703736143827,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,14,text,2,28,30,0.5600000023841858,0.6000000238418579,20,23,-0.19144849479198456,0.19144849479198456,opposes_predicted_class,predicted-class logit drop after local occlusion,of uniform final,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,5.7965471446786525,6.2105864467865235,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,14,audio,1,25,30,0.5,0.6000000238418579,102,123,0.23154576495289803,0.23154576495289803,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 102–122; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,5.1754885,6.2105864467865235,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,14,vision,1,37,40,0.7400000095367432,0.800000011920929,113,123,0.218707837164402,0.218707837164402,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 113–122; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,7.65972307871461,8.280781723393261,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_14_vision_1.jpg +E0_EarlyConcat,14,vision,2,29,31,0.5799999833106995,0.6200000047683716,88,95,0.14758924394845963,0.14758924394845963,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 88–94; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,6.003566487249434,6.417605789357305,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_14_vision_2.jpg +E2_MoFE_Shapley,14,text,1,29,31,0.5799999833106995,0.6200000047683716,21,23,-0.19209232181310654,0.19209232181310654,opposes_predicted_class,predicted-class logit drop after local occlusion,uniform final,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,6.003566487249434,6.417605789357305,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,14,text,2,6,8,0.11999999731779099,0.1599999964237213,4,6,-0.1878821849822998,0.1878821849822998,opposes_predicted_class,predicted-class logit drop after local occlusion,co -,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,1.2421172122365163,1.6561562829820216,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,14,audio,1,32,36,0.6399999856948853,0.7200000286102295,130,147,-0.1527111902832985,0.1527111902832985,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 130–146; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,6.624625131928086,7.452703736143827,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,14,audio,2,15,16,0.30000001192092896,0.3199999928474426,61,66,-0.035477519035339355,0.035477519035339355,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 61–65; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,3.1052932233932617,3.312312565964043,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,14,vision,1,0,3,0.0,0.05999999865889549,0,10,0.22596383094787598,0.22596383094787598,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 0–9; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,0.0,0.6210586061182581,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_14_vision_1.jpg +E2_MoFE_Shapley,14,vision,2,47,49,0.9399999976158142,0.9800000190734863,143,150,0.11888899654150009,0.11888899654150009,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 143–149; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,9.729918355321349,10.143957657429219,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_14_vision_2.jpg +E1_MoFE_Router,14,text,1,0,3,0.0,0.05999999865889549,0,3,1.9134521484375,1.9134521484375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,he is,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,0.0,0.6210586061182581,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,14,text,2,46,47,0.9200000166893005,0.9399999976158142,34,35,0.63720703125,0.63720703125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,university,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,9.522899012750566,9.729918355321349,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,14,audio,1,0,3,0.0,0.05999999865889549,0,13,1.555908203125,1.555908203125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 0–12; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,0.0,0.6210586061182581,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,14,audio,2,46,47,0.9200000166893005,0.9399999976158142,187,192,0.51788330078125,0.51788330078125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 187–191; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,9.522899012750566,9.729918355321349,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,14,vision,1,5,8,0.10000000149011612,0.1599999964237213,15,25,1.84735107421875,1.84735107421875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 15–24; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,1.0350977154241576,1.6561562829820216,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_14_vision_1.jpg +E1_MoFE_Router,14,vision,2,32,33,0.6399999856948853,0.6600000262260437,97,101,0.6156005859375,0.6156005859375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 97–100; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4,6.624625131928086,6.831645091465175,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_14_vision_2.jpg +E0_EarlyConcat,15,text,1,20,23,0.4000000059604645,0.46000000834465027,9,11,0.13611793518066406,0.13611793518066406,supports_predicted_class,predicted-class logit drop after local occlusion,prioriti,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,2.9333332437100705,3.373333241194099,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,15,text,2,41,43,0.8199999928474426,0.8600000143051147,18,20,0.08169221878051758,0.08169221878051758,supports_predicted_class,predicted-class logit drop after local occlusion,power to,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,6.0133330075479146,6.30666648490417,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,15,audio,1,3,6,0.05999999865889549,0.11999999731779099,8,18,0.03540682792663574,0.03540682792663574,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 8–17; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,0.439999970165234,0.879999940330468,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,15,audio,2,11,12,0.2199999988079071,0.23999999463558197,31,35,0.01048715878278017,0.01048715878278017,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 31–34; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,1.6133332512579857,1.759999880660936,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,15,vision,1,14,17,0.2800000011920929,0.3400000035762787,30,38,0.03825783729553223,0.03825783729553223,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 30–37; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,2.053333248742014,2.4933332462260425,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_15_vision_1.jpg +E0_EarlyConcat,15,vision,2,49,50,0.9800000190734863,1.0,107,110,0.01098648738116026,0.01098648738116026,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 107–109; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,7.186666479872226,7.333333,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_15_vision_2.jpg +E2_MoFE_Shapley,15,text,1,40,43,0.800000011920929,0.8600000143051147,18,20,0.19468311965465546,0.19468311965465546,supports_predicted_class,predicted-class logit drop after local occlusion,power to,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,5.866666487420141,6.30666648490417,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,15,text,2,11,12,0.2199999988079071,0.23999999463558197,5,6,-0.06677786260843277,0.06677786260843277,opposes_predicted_class,predicted-class logit drop after local occlusion,poverty,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,1.6133332512579857,1.759999880660936,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,15,audio,1,47,50,0.9399999976158142,1.0,136,145,0.02613520622253418,0.02613520622253418,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 136–144; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,6.893333002515972,7.333333,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,15,audio,2,13,15,0.25999999046325684,0.30000001192092896,37,44,0.017042001243680716,0.017042001243680716,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 37–43; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,1.9066665100638867,2.1999999874201417,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,15,vision,1,11,16,0.2199999988079071,0.3199999928474426,24,36,0.22359855845570564,0.22359855845570564,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 24–35; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,1.6133332512579857,2.3466665075479147,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_15_vision_1.jpg +E1_MoFE_Router,15,text,1,15,17,0.30000001192092896,0.3400000035762787,6,8,1.2694091796875,1.2694091796875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,", the",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,2.1999999874201417,2.4933332462260425,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,15,text,2,27,29,0.5400000214576721,0.5799999833106995,12,14,1.26904296875,1.26904296875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,education because,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,3.959999977356255,4.253333017611801,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,15,audio,1,8,10,0.1599999964237213,0.20000000298023224,23,29,1.0308837890625,1.0308837890625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 23–28; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,1.1733332537739574,1.4666666218550353,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,15,audio,2,15,16,0.30000001192092896,0.3199999928474426,43,47,0.515625,0.515625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 43–46; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,2.1999999874201417,2.3466665075479147,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,15,vision,1,47,49,0.9399999976158142,0.9800000190734863,103,108,1.2357177734375,1.2357177734375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 103–107; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,6.893333002515972,7.186666479872226,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_15_vision_1.jpg +E1_MoFE_Router,15,vision,2,23,25,0.46000000834465027,0.5,50,55,1.2354736328125,1.2354736328125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 50–54; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4,3.373333241194099,3.6666665,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_15_vision_2.jpg +E0_EarlyConcat,16,text,1,15,18,0.30000001192092896,0.36000001430511475,3,5,0.47335314750671387,0.47335314750671387,supports_predicted_class,predicted-class logit drop after local occlusion,s a,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,0.934199137121737,1.1210389645460843,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,16,text,2,34,36,0.6800000071525574,0.7200000286102295,8,10,0.29621338844299316,0.29621338844299316,supports_predicted_class,predicted-class logit drop after local occlusion,is a,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,2.1175179822730423,2.2420779290921686,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,16,audio,1,32,35,0.6399999856948853,0.699999988079071,38,43,-0.0550262127071619,0.0550262127071619,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 38–42; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,1.9929580354539156,2.179797862878263,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,16,audio,2,12,14,0.23999999463558197,0.2800000011920929,14,17,-0.0324711799621582,0.0324711799621582,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 14–16; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,0.7473592632952183,0.8719191637121737,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,16,vision,1,9,12,0.18000000715255737,0.23999999463558197,7,11,0.05956967733800411,0.05956967733800411,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 7–10; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,0.5605194822730422,0.7473592632952183,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_16_vision_1.jpg +E0_EarlyConcat,16,vision,2,47,49,0.9399999976158142,0.9800000190734863,41,44,0.028351306915283203,0.028351306915283203,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 41–43; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,2.9271571725756527,3.051717119394779,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_16_vision_2.jpg +E2_MoFE_Shapley,16,text,1,43,45,0.8600000143051147,0.8999999761581421,11,12,0.1605234146118164,0.1605234146118164,supports_predicted_class,predicted-class logit drop after local occlusion,movie,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,2.6780374645460845,2.802597225756526,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,16,text,2,15,17,0.30000001192092896,0.3400000035762787,3,5,0.1515650749206543,0.1515650749206543,supports_predicted_class,predicted-class logit drop after local occlusion,s a,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,0.934199137121737,1.0587589911365212,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,16,audio,1,45,50,0.8999999761581421,1.0,54,60,-0.09299127385020256,0.09299127385020256,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 54–59; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,2.802597225756526,3.113997,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,16,vision,1,45,47,0.8999999761581421,0.9399999976158142,39,42,0.020183563232421875,0.020183563232421875,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 39–41; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,2.802597225756526,2.9271571725756527,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_16_vision_1.jpg +E2_MoFE_Shapley,16,vision,2,31,33,0.6200000047683716,0.6600000262260437,27,30,0.018149375915527344,0.018149375915527344,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 27–29; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,1.9306781548486946,2.0552381016678214,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_16_vision_2.jpg +E1_MoFE_Router,16,text,1,2,5,0.03999999910593033,0.10000000149011612,0,2,2.109375,2.109375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,it,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,0.12455987721586972,0.3113997046402171,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,16,text,2,46,47,0.9200000166893005,0.9399999976158142,11,13,0.64111328125,0.64111328125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,movie,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,2.8648772919704317,2.9271571725756527,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,16,audio,1,1,6,0.019999999552965164,0.11999999731779099,1,8,3.0616455078125,3.0616455078125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 1–7; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,0.06227993860793486,0.37367963164760915,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,16,vision,1,27,31,0.5400000214576721,0.6200000047683716,23,28,2.4227294921875,2.4227294921875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 23–27; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,1.6815584468191265,1.9306781548486946,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_16_vision_1.jpg +E1_MoFE_Router,16,vision,2,15,16,0.30000001192092896,0.3199999928474426,13,15,0.60540771484375,0.60540771484375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 13–14; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4,0.934199137121737,0.9964790177269578,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_16_vision_2.jpg +E0_EarlyConcat,17,text,1,26,28,0.5199999809265137,0.5600000023841858,13,15,0.13179675489664078,0.13179675489664078,supports_predicted_class,predicted-class logit drop after local occlusion,and will,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,5.02683565561676,5.413515543047906,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,17,text,2,2,3,0.03999999910593033,0.05999999865889549,1,2,0.06553149223327637,0.06553149223327637,supports_predicted_class,predicted-class logit drop after local occlusion,applying,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,0.3866796713570357,0.5800195070355535,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,17,audio,1,32,34,0.6399999856948853,0.6800000071525574,122,130,-0.010544061660766602,0.010544061660766602,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 122–129; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,6.186874741712571,6.5735546291437155,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,17,audio,2,2,4,0.03999999910593033,0.07999999821186066,7,16,-0.009335438255220652,0.009335438255220652,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 7–15; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,0.3866796713570357,0.7733593427140714,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,17,vision,1,46,50,0.9200000166893005,1.0,131,143,0.022278706543147564,0.022278706543147564,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 131–142; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,8.893632801335336,9.666992,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_17_vision_1.jpg +E0_EarlyConcat,17,vision,2,29,30,0.5799999833106995,0.6000000238418579,82,86,0.004997968673706055,0.004997968673706055,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 82–85; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,5.6068551986646655,5.80019543047905,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_17_vision_2.jpg +E2_MoFE_Shapley,17,text,1,29,32,0.5799999833106995,0.6399999856948853,15,17,0.30716411769390106,0.30716411769390106,supports_predicted_class,predicted-class logit drop after local occlusion,make people,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,5.6068551986646655,6.186874741712571,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,17,text,2,21,23,0.41999998688697815,0.46000000834465027,10,12,0.20809631049633026,0.20809631049633026,supports_predicted_class,predicted-class logit drop after local occlusion,"simple,",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,4.060136513236523,4.446816400667668,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,17,audio,1,46,49,0.9200000166893005,0.9800000190734863,175,188,-0.10685762017965317,0.10685762017965317,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 175–187; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,8.893632801335336,9.47365234438324,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,17,audio,2,11,13,0.2199999988079071,0.25999999046325684,42,50,-0.06556979939341545,0.06556979939341545,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 42–49; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,2.1267382284760474,2.51341782780838,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,17,vision,1,30,33,0.6000000238418579,0.6600000262260437,85,95,0.06669735908508301,0.06669735908508301,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 85–94; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,5.80019543047905,6.380214973526955,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_17_vision_1.jpg +E2_MoFE_Shapley,17,vision,2,4,6,0.07999999821186066,0.11999999731779099,11,18,0.040630340576171875,0.040630340576171875,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 11–17; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,0.7733593427140714,1.160039014071107,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_17_vision_2.jpg +E1_MoFE_Router,17,text,1,10,12,0.20000000298023224,0.23999999463558197,5,7,1.276123046875,1.276123046875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,concepts to,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,1.9333984288098813,2.320078028142214,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,17,text,2,48,50,0.9599999785423279,1.0,24,26,1.2760009765625,1.2760009765625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,.,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,9.280312112568856,9.666992,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,17,audio,1,37,39,0.7400000095367432,0.7799999713897705,141,149,1.0296630859375,1.0296630859375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 141–148; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,7.15357417219162,7.540253483425141,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,17,audio,2,2,3,0.03999999910593033,0.05999999865889549,7,12,0.513916015625,0.513916015625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 7–11; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,0.3866796713570357,0.5800195070355535,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,17,vision,1,46,48,0.9200000166893005,0.9599999785423279,131,138,1.248291015625,1.248291015625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 131–137; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,8.893632801335336,9.280312112568856,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_17_vision_1.jpg +E1_MoFE_Router,17,vision,2,17,19,0.3400000035762787,0.3799999952316284,48,55,1.2471923828125,1.2471923828125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 48–54; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4,3.2867773145718577,3.6734569139041904,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_17_vision_2.jpg +E0_EarlyConcat,18,text,1,6,11,0.11999999731779099,0.2199999988079071,5,11,0.23141461610794067,0.23141461610794067,supports_predicted_class,predicted-class logit drop after local occlusion,- the first baltic cod fishery,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,2.2569609095529914,4.137761737579107,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,18,audio,1,13,15,0.25999999046325684,0.30000001192092896,96,112,-0.040022531524300575,0.040022531524300575,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 96–111; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,4.890081900632858,5.642402624208928,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,18,audio,2,1,3,0.019999999552965164,0.05999999865889549,7,23,-0.03493002988398075,0.03493002988398075,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 7–22; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,0.37616015159216526,1.1284804547764957,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,18,vision,1,18,21,0.36000001430511475,0.41999998688697815,100,118,0.050717126578092575,0.050717126578092575,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 100–117; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,6.770883149050713,7.899363113370181,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_18_vision_1.jpg +E0_EarlyConcat,18,vision,2,40,42,0.800000011920929,0.8399999737739563,224,236,0.033449601382017136,0.033449601382017136,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 224–235; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,15.046406624208927,15.798726226740362,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_18_vision_2.jpg +E2_MoFE_Shapley,18,text,1,3,7,0.05999999865889549,0.14000000059604645,3,7,-0.48844245821237564,0.48844245821237564,opposes_predicted_class,predicted-class logit drop after local occlusion,in denmark - the,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,1.1284804547764957,2.6331211312104466,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,18,text,2,15,16,0.30000001192092896,0.3199999928474426,14,16,-0.09362240880727768,0.09362240880727768,opposes_predicted_class,predicted-class logit drop after local occlusion,– certified,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,5.642402624208928,6.018562425474644,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,18,audio,1,7,11,0.14000000059604645,0.2199999988079071,52,82,0.10665786266326904,0.10665786266326904,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 52–81; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,2.6331211312104466,4.137761737579107,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,18,audio,2,23,24,0.46000000834465027,0.47999998927116394,171,179,-0.01883687637746334,0.01883687637746334,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 171–178; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,8.65168383694625,9.027843638211966,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,18,vision,1,43,47,0.8600000143051147,0.9399999976158142,240,264,0.30359170585870743,0.30359170585870743,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 240–263; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,16.174887149050715,17.679527475158217,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_18_vision_1.jpg +E2_MoFE_Shapley,18,vision,2,10,11,0.20000000298023224,0.2199999988079071,56,62,0.0711350217461586,0.0711350217461586,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 56–61; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,3.761601656052232,4.137761737579107,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_18_vision_2.jpg +E1_MoFE_Router,18,text,1,38,39,0.7599999904632568,0.7799999713897705,38,39,0.633056640625,0.633056640625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,fishery,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,14.29408590063286,14.670245701898576,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,18,text,2,7,8,0.14000000059604645,0.1599999964237213,7,8,0.6324462890625,0.6324462890625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,first,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,2.6331211312104466,3.009281212737322,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,18,audio,1,38,39,0.7599999904632568,0.7799999713897705,282,291,0.51507568359375,0.51507568359375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 282–290; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,14.29408590063286,14.670245701898576,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,18,audio,2,4,5,0.07999999821186066,0.10000000149011612,29,38,0.51483154296875,0.51483154296875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 29–37; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,1.504640606368661,1.880800828026116,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,18,vision,1,10,12,0.20000000298023224,0.23999999463558197,56,68,1.234375,1.234375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 56–67; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,3.761601656052232,4.513921819105983,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_18_vision_1.jpg +E1_MoFE_Router,18,vision,2,2,3,0.03999999910593033,0.05999999865889549,11,17,0.61798095703125,0.61798095703125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 11–16; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4,0.7523203031843305,1.1284804547764957,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_18_vision_2.jpg +E0_EarlyConcat,19,text,1,35,37,0.699999988079071,0.7400000095367432,28,31,-0.22915848344564438,0.22915848344564438,opposes_predicted_class,predicted-class logit drop after local occlusion,over imperfections,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,9.57809983688593,10.125420130491257,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,19,text,2,40,42,0.800000011920929,0.8399999737739563,32,35,0.22308466583490372,0.22308466583490372,supports_predicted_class,predicted-class logit drop after local occlusion,but for the,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,10.94640016311407,11.493719641149044,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,19,audio,1,16,19,0.3199999928474426,0.3799999952316284,87,104,-0.09844603389501572,0.09844603389501572,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 87–103; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,4.378559902131557,5.199539934754371,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,19,audio,2,0,2,0.0,0.03999999910593033,0,11,-0.06767807342112064,0.06767807342112064,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 0–10; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,0.0,0.5473199877664446,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,19,vision,1,31,34,0.6200000047683716,0.6800000071525574,126,139,0.16705993935465813,0.16705993935465813,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 126–138; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,8.483460065245628,9.304440097868442,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_19_vision_1.jpg +E0_EarlyConcat,19,vision,2,27,29,0.5400000214576721,0.5799999833106995,110,119,0.10459240153431892,0.10459240153431892,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 110–118; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,7.3888202936053275,7.936139771640301,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_19_vision_2.jpg +E2_MoFE_Shapley,19,text,1,34,37,0.6800000071525574,0.7400000095367432,27,31,-0.4073387011885643,0.4073387011885643,opposes_predicted_class,predicted-class logit drop after local occlusion,all over imperfections,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,9.304440097868442,10.125420130491257,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,19,text,2,12,14,0.23999999463558197,0.2800000011920929,9,12,-0.2417151853442192,0.2417151853442192,opposes_predicted_class,predicted-class logit drop after local occlusion,own up to,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,3.283919926598668,3.831240016311407,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,19,audio,1,16,19,0.3199999928474426,0.3799999952316284,87,104,-0.10513635538518429,0.10513635538518429,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 87–103; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,4.378559902131557,5.199539934754371,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,19,audio,2,0,2,0.0,0.03999999910593033,0,11,-0.09250686690211296,0.09250686690211296,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 0–10; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,0.0,0.5473199877664446,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,19,vision,1,26,31,0.5199999809265137,0.6200000047683716,106,127,0.47280463576316833,0.47280463576316833,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 106–126; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,7.1151597390174866,8.483460065245628,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_19_vision_1.jpg +E1_MoFE_Router,19,text,1,45,47,0.8999999761581421,0.9399999976158142,36,39,1.264404296875,1.264404296875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,"part, people",bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,12.314699673771859,12.862019967377186,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,19,text,2,30,31,0.6000000238418579,0.6200000047683716,24,26,0.6319580078125,0.6319580078125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,fingers and,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,8.209800326228141,8.483460065245628,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,19,audio,1,45,47,0.8999999761581421,0.9399999976158142,244,256,1.02752685546875,1.02752685546875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 244–255; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,12.314699673771859,12.862019967377186,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,19,audio,2,30,32,0.6000000238418579,0.6399999856948853,163,175,1.02685546875,1.02685546875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 163–174; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,8.209800326228141,8.757119804263114,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,19,vision,1,7,10,0.14000000059604645,0.20000000298023224,28,41,1.85888671875,1.85888671875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 28–40; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,1.9156200081557035,2.7366000407785176,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_19_vision_1.jpg +E1_MoFE_Router,19,vision,2,20,21,0.4000000059604645,0.41999998688697815,81,86,0.62017822265625,0.62017822265625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 81–85; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4,5.473200081557035,5.746859820574522,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_19_vision_2.jpg +E0_EarlyConcat,20,text,1,24,27,0.47999998927116394,0.5400000214576721,21,25,0.3322090730071068,0.3322090730071068,supports_predicted_class,predicted-class logit drop after local occlusion,ll have more live,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,5.257437482487112,5.9146175350257755,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,20,text,2,11,13,0.2199999988079071,0.25999999046325684,9,12,0.2152409553527832,0.2152409553527832,supports_predicted_class,predicted-class logit drop after local occlusion,of the description,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,2.4096588869430122,2.8477785955440997,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,20,audio,1,33,35,0.6600000262260437,0.699999988079071,142,152,-0.016775568015873432,0.016775568015873432,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 142–151; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,7.228976987253725,7.667096369430125,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,20,audio,2,41,43,0.8199999928474426,0.8600000143051147,177,186,-0.016016324516385794,0.016016324516385794,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 177–185; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,8.981455821658075,9.41957585668385,"relative progress times clip duration; approximate, not a physical feature timestamp", +E0_EarlyConcat,20,vision,1,42,45,0.8399999737739563,0.8999999761581421,136,146,0.0797722339630127,0.0797722339630127,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 136–145; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,9.200515512746275,9.857695238860249,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_20_vision_1.jpg +E0_EarlyConcat,20,vision,2,15,17,0.30000001192092896,0.3400000035762787,48,56,-0.04813774488866329,0.04813774488866329,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 48–55; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,3.285898630569875,3.7240183391709625,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E0_EarlyConcat_20_vision_2.jpg +E2_MoFE_Shapley,20,text,1,11,14,0.2199999988079071,0.2800000011920929,9,13,0.3986911475658417,0.3986911475658417,supports_predicted_class,predicted-class logit drop after local occlusion,of the description of,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,2.4096588869430122,3.0668386130569876,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,20,text,2,28,29,0.5600000023841858,0.5799999833106995,25,27,0.1323462277650833,0.1323462277650833,supports_predicted_class,predicted-class logit drop after local occlusion,updates and,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,6.133677226113975,6.352736917202175,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,20,audio,1,33,35,0.6600000262260437,0.699999988079071,142,152,-0.040185969322919846,0.040185969322919846,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 142–151; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,7.228976987253725,7.667096369430125,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,20,audio,2,26,28,0.5199999809265137,0.5600000023841858,112,121,0.028074702247977257,0.028074702247977257,supports_predicted_class,predicted-class logit drop after local occlusion,unaligned audio feature rows 112–120; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,5.6955571910881995,6.133677226113975,"relative progress times clip duration; approximate, not a physical feature timestamp", +E2_MoFE_Shapley,20,vision,1,13,16,0.25999999046325684,0.3199999928474426,42,52,-0.12262038514018059,0.12262038514018059,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 42–51; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,2.8477785955440997,3.5049583216580746,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_20_vision_1.jpg +E2_MoFE_Shapley,20,vision,2,34,36,0.6800000071525574,0.7200000286102295,110,117,-0.08428136259317398,0.08428136259317398,opposes_predicted_class,predicted-class logit drop after local occlusion,unaligned vision feature rows 110–116; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,7.448036678341925,7.886156713367701,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E2_MoFE_Shapley_20_vision_2.jpg +E1_MoFE_Router,20,text,1,15,17,0.30000001192092896,0.3400000035762787,13,16,1.266845703125,1.266845703125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,this video for,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,3.285898630569875,3.7240183391709625,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,20,text,2,33,35,0.6600000262260437,0.699999988079071,29,32,1.26611328125,1.26611328125,router_activity_not_signed_contribution,internal router utility; not a prediction effect,market video (,bert_token_ids,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,7.228976987253725,7.667096369430125,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,20,audio,1,33,36,0.6600000262260437,0.7200000286102295,142,156,1.54534912109375,1.54534912109375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 142–155; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,7.228976987253725,7.886156713367701,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,20,audio,2,16,17,0.3199999928474426,0.3400000035762787,69,74,0.51556396484375,0.51556396484375,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned audio feature rows 69–73; review the linked source clip at the estimated relative span,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,3.5049583216580746,3.7240183391709625,"relative progress times clip duration; approximate, not a physical feature timestamp", +E1_MoFE_Router,20,vision,1,7,10,0.14000000059604645,0.20000000298023224,22,33,1.851806640625,1.851806640625,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 22–32; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,1.5334193065284938,2.190599032642469,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_20_vision_1.jpg +E1_MoFE_Router,20,vision,2,5,6,0.10000000149011612,0.11999999731779099,16,20,0.61737060546875,0.61737060546875,router_activity_not_signed_contribution,internal router utility; not a prediction effect,unaligned vision feature rows 16–19; candidate frame time is estimated from relative progress,feature_row_provenance,附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4,1.0952995163212345,1.314359370621778,"relative progress times clip duration; approximate, not a physical feature timestamp",evidence_frames/E1_MoFE_Router_20_vision_2.jpg diff --git a/final/output/q3/first_round/attachment4_local_evidence.csv b/final/output/q3/first_round/attachment4_local_evidence.csv new file mode 100644 index 0000000..a1ea4f7 --- /dev/null +++ b/final/output/q3/first_round/attachment4_local_evidence.csv @@ -0,0 +1,5991 @@ +base_model,case_id,modality,slot_0based,relative_progress_start,relative_progress_end,class_logit_drop_w1,intensity_drop_w1,class_logit_drop_w3,intensity_drop_w3,class_logit_drop_w5,intensity_drop_w5,class_logit_drop_multiscale,intensity_drop_multiscale,source_row_start,source_row_end_exclusive,source_video,video_time_start_sec_estimate,video_time_end_sec_estimate 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b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/01.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 01 + +## Prediction + +- Polarity: **neutral** +- Intensity: -0.172 +- Predicted-class confidence: 0.565 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/01.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.0003 | 0.819 | -0.4419 | 0.510 | +| audio | -0.1551 | 0.127 | +0.1493 | 0.172 | +| vision | -0.0656 | 0.054 | -0.2749 | 0.317 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0683 | -0.0865 | +| Text + Vision | -0.0051 | +0.3554 | +| Audio + Vision | +0.0441 | +0.1078 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 19–21 (relative progress 0.380–0.440), estimated clip interval 3.42–3.96s** — supports_predicted_class; evidence: belt is +- **text bins 47–47 (relative progress 0.940–0.960), estimated clip interval 8.46–8.64s** — supports_predicted_class; evidence: requirements +- **audio bins 22–24 (relative progress 0.440–0.500), estimated clip interval 3.96–4.50s** — opposes_predicted_class; evidence: unaligned audio feature rows 78–89; review the linked source clip at the estimated relative span +- **audio bins 3–4 (relative progress 0.060–0.100), estimated clip interval 0.54–0.90s** — opposes_predicted_class; evidence: unaligned audio feature rows 10–17; review the linked source clip at the estimated relative span +- **vision bins 46–48 (relative progress 0.920–0.980), estimated clip interval 8.28–8.82s** — opposes_predicted_class; evidence: unaligned vision feature rows 124–132; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_01_vision_1.jpg) +- **vision bins 32–33 (relative progress 0.640–0.680), estimated clip interval 5.76–6.12s** — opposes_predicted_class; evidence: unaligned vision feature rows 86–91; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_01_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/01.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3528 / +0.9214 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.1364 / -0.3016. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.7019. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Replacing these wear components when replacing the timing belt is essential to ensuring the new belt performs to its mileage requirements diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/02.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/02.md new file mode 100644 index 0000000..1d63897 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/02.md @@ -0,0 +1,56 @@ +# Q3 explanation card — E0_EarlyConcat — 02 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.395 +- Predicted-class confidence: 0.634 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/02.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +0.6519 | 0.573 | +0.1487 | 0.332 | +| audio | +0.1355 | 0.119 | +0.0748 | 0.167 | +| vision | -0.3508 | 0.308 | -0.2239 | 0.500 | + +Shapley completeness residuals: class 5.55e-17, intensity -2.78e-17. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0716 | +0.0491 | +| Text + Vision | +0.1147 | +0.0187 | +| Audio + Vision | +0.0890 | +0.0524 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 22–26 (relative progress 0.440–0.540), estimated clip interval 1.54–1.89s** — supports_predicted_class; evidence: s happiness - +- **audio bins 35–39 (relative progress 0.700–0.800), estimated clip interval 2.45–2.79s** — supports_predicted_class; evidence: unaligned audio feature rows 46–52; review the linked source clip at the estimated relative span +- **vision bins 10–12 (relative progress 0.200–0.260), estimated clip interval 0.70–0.91s** — opposes_predicted_class; evidence: unaligned vision feature rows 10–12; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_02_vision_1.jpg) +- **vision bins 34–34 (relative progress 0.680–0.700), estimated clip interval 2.38–2.45s** — opposes_predicted_class; evidence: unaligned vision feature rows 34–35; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_02_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/02.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.4557 / +0.4939 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -1.1868 / -0.5516. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.4518. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +We want to live by each other’s happiness - not by each other’s misery. diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/03.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/03.md new file mode 100644 index 0000000..55835f3 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/03.md @@ -0,0 +1,57 @@ +# Q3 explanation card — E0_EarlyConcat — 03 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.493 +- Predicted-class confidence: 0.553 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.1502 | 0.628 | -1.0738 | 0.671 | +| audio | +0.1589 | 0.087 | -0.1704 | 0.106 | +| vision | -0.5213 | 0.285 | +0.3565 | 0.223 | + +Shapley completeness residuals: class -1.11e-16, intensity 2.22e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.1032 | +0.2050 | +| Text + Vision | +0.3268 | -0.2207 | +| Audio + Vision | +0.0454 | +0.0051 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 30–34 (relative progress 0.600–0.700), estimated clip interval 5.80–6.76s** — supports_predicted_class; evidence: take rental income into +- **audio bins 14–17 (relative progress 0.280–0.360), estimated clip interval 2.71–3.48s** — supports_predicted_class; evidence: unaligned audio feature rows 53–68; review the linked source clip at the estimated relative span +- **audio bins 48–48 (relative progress 0.960–0.980), estimated clip interval 9.28–9.47s** — supports_predicted_class; evidence: unaligned audio feature rows 183–187; review the linked source clip at the estimated relative span +- **vision bins 17–19 (relative progress 0.340–0.400), estimated clip interval 3.29–3.87s** — opposes_predicted_class; evidence: unaligned vision feature rows 48–57; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_03_vision_1.jpg) +- **vision bins 2–2 (relative progress 0.040–0.060), estimated clip interval 0.39–0.58s** — opposes_predicted_class; evidence: unaligned vision feature rows 5–8; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_03_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/03.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.6246 / +1.3268 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -1.1954 / -0.3649. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.0492. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +There's one lender at the moment which I think is just Bankwest who don't take rental income into account, they take rental yield into account. diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/04.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/04.md new file mode 100644 index 0000000..d7209ed --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/04.md @@ -0,0 +1,56 @@ +# Q3 explanation card — E0_EarlyConcat — 04 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.968 +- Predicted-class confidence: 0.769 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.6860 | 0.849 | -1.7115 | 0.831 | +| audio | -0.2440 | 0.123 | +0.2778 | 0.135 | +| vision | +0.0555 | 0.028 | +0.0707 | 0.034 | + +Shapley completeness residuals: class -4.44e-16, intensity 4.44e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.1306 | -0.0822 | +| Text + Vision | -0.0863 | +0.0593 | +| Audio + Vision | -0.0342 | +0.0247 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 5–6 (relative progress 0.100–0.140), estimated clip interval 0.70–0.98s** — supports_predicted_class; evidence: i blow +- **text bins 44–45 (relative progress 0.880–0.920), estimated clip interval 6.15–6.43s** — supports_predicted_class; evidence: absolutely not +- **audio bins 11–14 (relative progress 0.220–0.300), estimated clip interval 1.54–2.10s** — opposes_predicted_class; evidence: unaligned audio feature rows 30–41; review the linked source clip at the estimated relative span +- **audio bins 37–37 (relative progress 0.740–0.760), estimated clip interval 5.18–5.32s** — opposes_predicted_class; evidence: unaligned audio feature rows 101–104; review the linked source clip at the estimated relative span +- **vision bins 35–39 (relative progress 0.700–0.800), estimated clip interval 4.90–5.60s** — opposes_predicted_class; evidence: unaligned vision feature rows 72–82; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_04_vision_1.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/04.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.9337 / +1.7442 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.6584 / -0.3517. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.4210. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +If I blow it at the team exercise, should I kiss my chances of cheering "GO BLUE" goodbye?] Absolutely not. diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/05.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/05.md new file mode 100644 index 0000000..90c1cff --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/05.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 05 + +## Prediction + +- Polarity: **positive** +- Intensity: +1.129 +- Predicted-class confidence: 0.848 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +0.4992 | 0.376 | +0.0947 | 0.129 | +| audio | +0.1165 | 0.088 | +0.0709 | 0.097 | +| vision | +0.7112 | 0.536 | +0.5687 | 0.774 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.1349 | +0.1991 | +| Text + Vision | -0.1658 | +0.1123 | +| Audio + Vision | -0.0532 | -0.0378 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 0–2 (relative progress 0.000–0.060), estimated clip interval 0.00–0.37s** — supports_predicted_class; evidence: hi +- **text bins 6–7 (relative progress 0.120–0.160), estimated clip interval 0.73–0.98s** — supports_predicted_class; evidence: , +- **audio bins 18–20 (relative progress 0.360–0.420), estimated clip interval 2.20–2.56s** — supports_predicted_class; evidence: unaligned audio feature rows 43–50; review the linked source clip at the estimated relative span +- **audio bins 40–41 (relative progress 0.800–0.840), estimated clip interval 4.88–5.12s** — supports_predicted_class; evidence: unaligned audio feature rows 96–100; review the linked source clip at the estimated relative span +- **vision bins 21–24 (relative progress 0.420–0.500), estimated clip interval 2.56–3.05s** — supports_predicted_class; evidence: unaligned vision feature rows 37–44; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_05_vision_1.jpg) +- **vision bins 44–44 (relative progress 0.880–0.900), estimated clip interval 5.37–5.49s** — supports_predicted_class; evidence: unaligned vision feature rows 79–80; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_05_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/05.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.2997 / +0.7538 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.0442 / +0.0098. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.7515. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Hi, my name is Chloe, video marketer for Red Wagon Marketing. diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/06.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/06.md new file mode 100644 index 0000000..508e404 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/06.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 06 + +## Prediction + +- Polarity: **positive** +- Intensity: +1.201 +- Predicted-class confidence: 0.849 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.7299 | 0.798 | +1.0189 | 0.827 | +| audio | -0.1445 | 0.067 | -0.2116 | 0.172 | +| vision | -0.2938 | 0.135 | -0.0010 | 0.001 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.1320 | -0.0408 | +| Text + Vision | +0.0014 | -0.1078 | +| Audio + Vision | +0.1490 | +0.0687 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 8–10 (relative progress 0.160–0.220), estimated clip interval 1.33–1.83s** — supports_predicted_class; evidence: a fan of dancing +- **text bins 21–22 (relative progress 0.420–0.460), estimated clip interval 3.49–3.82s** — supports_predicted_class; evidence: to watch people +- **audio bins 5–8 (relative progress 0.100–0.180), estimated clip interval 0.83–1.49s** — opposes_predicted_class; evidence: unaligned audio feature rows 16–29; review the linked source clip at the estimated relative span +- **audio bins 38–38 (relative progress 0.760–0.780), estimated clip interval 6.31–6.48s** — opposes_predicted_class; evidence: unaligned audio feature rows 123–127; review the linked source clip at the estimated relative span +- **vision bins 33–36 (relative progress 0.660–0.740), estimated clip interval 5.48–6.15s** — opposes_predicted_class; evidence: unaligned vision feature rows 81–91; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_06_vision_1.jpg) +- **vision bins 40–40 (relative progress 0.800–0.820), estimated clip interval 6.64–6.81s** — opposes_predicted_class; evidence: unaligned vision feature rows 98–100; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_06_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/06.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.5652 / +1.4485 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.4569 / -0.5398. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.1669. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +If you're a fan of dancing in that sense, just like to watch people dance, see impressive dance moves then you might want to check out this movie solely for that diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/07.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/07.md new file mode 100644 index 0000000..cb243ae --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/07.md @@ -0,0 +1,57 @@ +# Q3 explanation card — E0_EarlyConcat — 07 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.852 +- Predicted-class confidence: 0.808 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.2071 | 0.949 | +0.7027 | 0.741 | +| audio | +0.0179 | 0.014 | -0.0444 | 0.047 | +| vision | -0.0466 | 0.037 | -0.2015 | 0.212 | + +Shapley completeness residuals: class -2.22e-16, intensity -1.11e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.0059 | +0.1040 | +| Text + Vision | +0.1672 | +0.1852 | +| Audio + Vision | +0.0742 | +0.1056 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 23–27 (relative progress 0.460–0.560), estimated clip interval 9.82–11.95s** — supports_predicted_class; evidence: the topics of growing the +- **audio bins 1–3 (relative progress 0.020–0.080), estimated clip interval 0.43–1.71s** — supports_predicted_class; evidence: unaligned audio feature rows 8–33; review the linked source clip at the estimated relative span +- **audio bins 11–12 (relative progress 0.220–0.260), estimated clip interval 4.70–5.55s** — supports_predicted_class; evidence: unaligned audio feature rows 93–110; review the linked source clip at the estimated relative span +- **vision bins 10–13 (relative progress 0.200–0.280), estimated clip interval 4.27–5.98s** — supports_predicted_class; evidence: unaligned vision feature rows 63–89; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_07_vision_1.jpg) +- **vision bins 4–4 (relative progress 0.080–0.100), estimated clip interval 1.71–2.13s** — supports_predicted_class; evidence: unaligned vision feature rows 25–31; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_07_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/07.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.5147 / +1.1770 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.5447 / -0.0666. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.0335. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +As Linn’s associate editor Michael Baadke reports in our November 28 issue, attendees “enthusiastically discussed the topics of growing the hobby, the future of stamp shows, and dealers and philatelic partnerships, along with ways the leading organizations involved in the stamp hobby can work together to make it succeed and grow diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/08.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/08.md new file mode 100644 index 0000000..ea34243 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/08.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 08 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.836 +- Predicted-class confidence: 0.779 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.6981 | 0.750 | +0.7934 | 0.693 | +| audio | -0.0794 | 0.035 | -0.0434 | 0.038 | +| vision | -0.4875 | 0.215 | -0.3086 | 0.269 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0518 | -0.0102 | +| Text + Vision | +0.2869 | +0.1244 | +| Audio + Vision | +0.1742 | +0.1245 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 38–40 (relative progress 0.760–0.820), estimated clip interval 3.87–4.17s** — supports_predicted_class; evidence: design grand +- **text bins 20–20 (relative progress 0.400–0.420), estimated clip interval 2.03–2.14s** — supports_predicted_class; evidence: tonight +- **audio bins 40–41 (relative progress 0.800–0.840), estimated clip interval 4.07–4.27s** — opposes_predicted_class; evidence: unaligned audio feature rows 78–82; review the linked source clip at the estimated relative span +- **audio bins 11–12 (relative progress 0.220–0.260), estimated clip interval 1.12–1.32s** — supports_predicted_class; evidence: unaligned audio feature rows 21–25; review the linked source clip at the estimated relative span +- **vision bins 41–43 (relative progress 0.820–0.880), estimated clip interval 4.17–4.48s** — opposes_predicted_class; evidence: unaligned vision feature rows 60–65; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_08_vision_1.jpg) +- **vision bins 3–4 (relative progress 0.060–0.100), estimated clip interval 0.31–0.51s** — opposes_predicted_class; evidence: unaligned vision feature rows 4–7; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_08_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/08.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.6036 / +1.7624 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.4005 / -0.3419. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.3297. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +That brings us to tonight, the Universal Design Grand Challenge diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/09.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/09.md new file mode 100644 index 0000000..4f91eb0 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/09.md @@ -0,0 +1,54 @@ +# Q3 explanation card — E0_EarlyConcat — 09 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.750 +- Predicted-class confidence: 0.920 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +2.4909 | 0.906 | -2.1191 | 0.988 | +| audio | -0.0254 | 0.009 | -0.0083 | 0.004 | +| vision | -0.2337 | 0.085 | -0.0172 | 0.008 | + +Shapley completeness residuals: class 0.00e+00, intensity 4.44e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0573 | +0.0615 | +| Text + Vision | -0.0030 | +0.1784 | +| Audio + Vision | -0.0220 | +0.1153 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 28–32 (relative progress 0.560–0.660), estimated clip interval 2.82–3.33s** — supports_predicted_class; evidence: at all, +- **audio bins 28–32 (relative progress 0.560–0.660), estimated clip interval 2.82–3.33s** — opposes_predicted_class; evidence: unaligned audio feature rows 55–65; review the linked source clip at the estimated relative span +- **vision bins 6–10 (relative progress 0.120–0.220), estimated clip interval 0.61–1.11s** — opposes_predicted_class; evidence: unaligned vision feature rows 8–16; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_09_vision_1.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/09.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.7794 / +2.2603 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.2221 / -0.3355. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.7260. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +(uhh) I did not like this movie at all, I would not recommend it diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/10.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/10.md new file mode 100644 index 0000000..6d45f15 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/10.md @@ -0,0 +1,57 @@ +# Q3 explanation card — E0_EarlyConcat — 10 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.954 +- Predicted-class confidence: 0.783 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.7536 | 0.822 | -1.6119 | 0.855 | +| audio | -0.2526 | 0.118 | +0.2683 | 0.142 | +| vision | +0.1275 | 0.060 | -0.0050 | 0.003 | + +Shapley completeness residuals: class 0.00e+00, intensity 2.22e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.0873 | -0.0349 | +| Text + Vision | -0.1980 | +0.1134 | +| Audio + Vision | +0.0271 | +0.0146 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 42–46 (relative progress 0.840–0.940), estimated clip interval 8.35–9.34s** — supports_predicted_class; evidence: this one was pretty terrible +- **audio bins 3–5 (relative progress 0.060–0.120), estimated clip interval 0.60–1.19s** — opposes_predicted_class; evidence: unaligned audio feature rows 11–23; review the linked source clip at the estimated relative span +- **audio bins 22–23 (relative progress 0.440–0.480), estimated clip interval 4.37–4.77s** — opposes_predicted_class; evidence: unaligned audio feature rows 85–93; review the linked source clip at the estimated relative span +- **vision bins 4–5 (relative progress 0.080–0.120), estimated clip interval 0.80–1.19s** — supports_predicted_class; evidence: unaligned vision feature rows 11–17; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_10_vision_1.jpg) +- **vision bins 23–24 (relative progress 0.460–0.500), estimated clip interval 4.57–4.97s** — supports_predicted_class; evidence: unaligned vision feature rows 67–73; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_10_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/10.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.8593 / +1.6509 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.8881 / -0.3659. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.3542. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +(umm) And you know I really do like to see fluffy chick flicks sometimes so I'm not against that but this one was pretty terrible diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/11.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/11.md new file mode 100644 index 0000000..5c4e47b --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/11.md @@ -0,0 +1,56 @@ +# Q3 explanation card — E0_EarlyConcat — 11 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.469 +- Predicted-class confidence: 0.614 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +0.6469 | 0.458 | -0.6779 | 0.525 | +| audio | +0.5563 | 0.394 | -0.4001 | 0.310 | +| vision | -0.2098 | 0.148 | +0.2138 | 0.165 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.2481 | +0.2153 | +| Text + Vision | +0.0912 | -0.0661 | +| Audio + Vision | -0.0434 | +0.0212 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 8–12 (relative progress 0.160–0.260), estimated clip interval 0.93–1.51s** — supports_predicted_class; evidence: would be ashamed +- **audio bins 32–36 (relative progress 0.640–0.740), estimated clip interval 3.71–4.29s** — supports_predicted_class; evidence: unaligned audio feature rows 72–84; review the linked source clip at the estimated relative span +- **vision bins 21–24 (relative progress 0.420–0.500), estimated clip interval 2.44–2.90s** — opposes_predicted_class; evidence: unaligned vision feature rows 36–42; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_11_vision_1.jpg) +- **vision bins 33–33 (relative progress 0.660–0.680), estimated clip interval 3.83–3.95s** — opposes_predicted_class; evidence: unaligned vision feature rows 56–58; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_11_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/11.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.7060 / +0.7600 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -1.4195 / -0.1219. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.7509. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +I would be ashamed to have made this film if I was a director diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/12.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/12.md new file mode 100644 index 0000000..c2f5877 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/12.md @@ -0,0 +1,56 @@ +# Q3 explanation card — E0_EarlyConcat — 12 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.238 +- Predicted-class confidence: 0.848 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.3737 | 0.766 | -1.3134 | 0.805 | +| audio | +0.0008 | 0.000 | -0.0352 | 0.022 | +| vision | +0.4181 | 0.233 | -0.2839 | 0.174 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0123 | +0.0978 | +| Text + Vision | -0.2289 | +0.2750 | +| Audio + Vision | -0.1519 | +0.0960 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 26–28 (relative progress 0.520–0.580), estimated clip interval 6.77–7.55s** — supports_predicted_class; evidence: by fault of their +- **text bins 45–45 (relative progress 0.900–0.920), estimated clip interval 11.71–11.97s** — supports_predicted_class; evidence: is very +- **audio bins 8–10 (relative progress 0.160–0.220), estimated clip interval 2.08–2.86s** — opposes_predicted_class; evidence: unaligned audio feature rows 41–56; review the linked source clip at the estimated relative span +- **audio bins 24–24 (relative progress 0.480–0.500), estimated clip interval 6.25–6.51s** — opposes_predicted_class; evidence: unaligned audio feature rows 123–128; review the linked source clip at the estimated relative span +- **vision bins 3–7 (relative progress 0.060–0.160), estimated clip interval 0.78–2.08s** — supports_predicted_class; evidence: unaligned vision feature rows 11–30; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_12_vision_1.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/12.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.5112 / +1.1841 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.1864 / -0.0623. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.9530. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Or worse, an individual previously had good credit, but usually by no fault of their own, or perhaps by fault of their own, they have let their credit sag, and credit scores is very low. diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/13.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/13.md new file mode 100644 index 0000000..b40e281 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/13.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 13 + +## Prediction + +- Polarity: **neutral** +- Intensity: -0.056 +- Predicted-class confidence: 0.617 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.3506 | 0.767 | -0.3893 | 0.399 | +| audio | +0.0614 | 0.035 | -0.3239 | 0.332 | +| vision | -0.3485 | 0.198 | +0.2621 | 0.269 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0766 | +0.3903 | +| Text + Vision | +0.1221 | +0.0147 | +| Audio + Vision | +0.0191 | +0.1027 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 30–32 (relative progress 0.600–0.660), estimated clip interval 5.21–5.73s** — supports_predicted_class; evidence: a relationship between +- **text bins 26–27 (relative progress 0.520–0.560), estimated clip interval 4.51–4.86s** — supports_predicted_class; evidence: i can +- **audio bins 24–25 (relative progress 0.480–0.520), estimated clip interval 4.17–4.51s** — supports_predicted_class; evidence: unaligned audio feature rows 83–89; review the linked source clip at the estimated relative span +- **audio bins 20–21 (relative progress 0.400–0.440), estimated clip interval 3.47–3.82s** — opposes_predicted_class; evidence: unaligned audio feature rows 69–76; review the linked source clip at the estimated relative span +- **vision bins 45–47 (relative progress 0.900–0.960), estimated clip interval 7.81–8.33s** — opposes_predicted_class; evidence: unaligned vision feature rows 16–17; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_13_vision_1.jpg) +- **vision bins 42–43 (relative progress 0.840–0.880), estimated clip interval 7.29–7.64s** — opposes_predicted_class; evidence: unaligned vision feature rows 15–15; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_13_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/13.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.4948 / +1.2805 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.1418 / -0.2321. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.9508. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +For example, I could take a set of data and from that data, I can find a relationship between any two of the given factors or more. diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/14.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/14.md new file mode 100644 index 0000000..024b033 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/14.md @@ -0,0 +1,57 @@ +# Q3 explanation card — E0_EarlyConcat — 14 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.767 +- Predicted-class confidence: 0.698 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | -0.7961 | 0.343 | -0.6639 | 0.391 | +| audio | +0.3769 | 0.163 | +0.1741 | 0.102 | +| vision | +1.1452 | 0.494 | +0.8621 | 0.507 | + +Shapley completeness residuals: class -2.22e-16, intensity -1.11e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.0732 | +0.1047 | +| Text + Vision | -0.2140 | -0.0911 | +| Audio + Vision | -0.1629 | -0.0936 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 33–35 (relative progress 0.660–0.720), estimated clip interval 6.83–7.45s** — opposes_predicted_class; evidence: ( ufe +- **text bins 28–29 (relative progress 0.560–0.600), estimated clip interval 5.80–6.21s** — opposes_predicted_class; evidence: of uniform final +- **audio bins 25–29 (relative progress 0.500–0.600), estimated clip interval 5.18–6.21s** — supports_predicted_class; evidence: unaligned audio feature rows 102–122; review the linked source clip at the estimated relative span +- **vision bins 37–39 (relative progress 0.740–0.800), estimated clip interval 7.66–8.28s** — supports_predicted_class; evidence: unaligned vision feature rows 113–122; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_14_vision_1.jpg) +- **vision bins 29–30 (relative progress 0.580–0.620), estimated clip interval 6.00–6.42s** — supports_predicted_class; evidence: unaligned vision feature rows 88–94; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_14_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/14.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: -0.5230 / -0.2394 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +1.9185 / +0.7809. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: -0.1013. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +He is the co-founder of Rossen and Vettese Limited and the former Executive Director of Uniform Final Examination (UFE) courses at Toronto's York University. diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/15.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/15.md new file mode 100644 index 0000000..6038808 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/15.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 15 + +## Prediction + +- Polarity: **positive** +- Intensity: +1.708 +- Predicted-class confidence: 0.945 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.1609 | 0.579 | +0.7296 | 0.556 | +| audio | +0.3684 | 0.184 | +0.1344 | 0.102 | +| vision | +0.4769 | 0.238 | +0.4493 | 0.342 | + +Shapley completeness residuals: class -4.44e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.2422 | -0.0633 | +| Text + Vision | -0.3853 | -0.3292 | +| Audio + Vision | -0.0929 | -0.0623 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 20–22 (relative progress 0.400–0.460), estimated clip interval 2.93–3.37s** — supports_predicted_class; evidence: prioriti +- **text bins 41–42 (relative progress 0.820–0.860), estimated clip interval 6.01–6.31s** — supports_predicted_class; evidence: power to +- **audio bins 3–5 (relative progress 0.060–0.120), estimated clip interval 0.44–0.88s** — supports_predicted_class; evidence: unaligned audio feature rows 8–17; review the linked source clip at the estimated relative span +- **audio bins 11–11 (relative progress 0.220–0.240), estimated clip interval 1.61–1.76s** — supports_predicted_class; evidence: unaligned audio feature rows 31–34; review the linked source clip at the estimated relative span +- **vision bins 14–16 (relative progress 0.280–0.340), estimated clip interval 2.05–2.49s** — supports_predicted_class; evidence: unaligned vision feature rows 30–37; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_15_vision_1.jpg) +- **vision bins 49–49 (relative progress 0.980–1.000), estimated clip interval 7.19–7.33s** — supports_predicted_class; evidence: unaligned vision feature rows 107–109; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_15_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/15.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.2317 / +0.6047 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.0641 / +0.0459. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.6060. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +However, despite their poverty, the family prioritize education because they believed in its power to transform lives diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/16.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/16.md new file mode 100644 index 0000000..0db3920 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/16.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 16 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.797 +- Predicted-class confidence: 0.944 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +2.1145 | 0.855 | -1.7931 | 0.818 | +| audio | +0.0127 | 0.005 | -0.0988 | 0.045 | +| vision | +0.3469 | 0.140 | -0.2997 | 0.137 | + +Shapley completeness residuals: class -4.44e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.1119 | +0.1550 | +| Text + Vision | -0.2551 | +0.3214 | +| Audio + Vision | -0.1040 | +0.1047 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 15–17 (relative progress 0.300–0.360), estimated clip interval 0.93–1.12s** — supports_predicted_class; evidence: s a +- **text bins 34–35 (relative progress 0.680–0.720), estimated clip interval 2.12–2.24s** — supports_predicted_class; evidence: is a +- **audio bins 32–34 (relative progress 0.640–0.700), estimated clip interval 1.99–2.18s** — opposes_predicted_class; evidence: unaligned audio feature rows 38–42; review the linked source clip at the estimated relative span +- **audio bins 12–13 (relative progress 0.240–0.280), estimated clip interval 0.75–0.87s** — opposes_predicted_class; evidence: unaligned audio feature rows 14–16; review the linked source clip at the estimated relative span +- **vision bins 9–11 (relative progress 0.180–0.240), estimated clip interval 0.56–0.75s** — supports_predicted_class; evidence: unaligned vision feature rows 7–10; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_16_vision_1.jpg) +- **vision bins 47–48 (relative progress 0.940–0.980), estimated clip interval 2.93–3.05s** — supports_predicted_class; evidence: unaligned vision feature rows 41–43; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_16_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/16.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.7584 / +1.7979 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.0846 / -0.2086. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.3835. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +It's a terrible, this is a terrible movie diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/17.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/17.md new file mode 100644 index 0000000..dc397d4 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/17.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 17 + +## Prediction + +- Polarity: **positive** +- Intensity: +1.779 +- Predicted-class confidence: 0.951 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.7625 | 0.636 | +1.1566 | 0.628 | +| audio | -0.3269 | 0.118 | -0.2282 | 0.124 | +| vision | +0.6833 | 0.246 | +0.4559 | 0.248 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.2539 | +0.1653 | +| Text + Vision | -0.6970 | -0.4395 | +| Audio + Vision | +0.0401 | +0.0092 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 26–27 (relative progress 0.520–0.560), estimated clip interval 5.03–5.41s** — supports_predicted_class; evidence: and will +- **text bins 2–2 (relative progress 0.040–0.060), estimated clip interval 0.39–0.58s** — supports_predicted_class; evidence: applying +- **audio bins 32–33 (relative progress 0.640–0.680), estimated clip interval 6.19–6.57s** — opposes_predicted_class; evidence: unaligned audio feature rows 122–129; review the linked source clip at the estimated relative span +- **audio bins 2–3 (relative progress 0.040–0.080), estimated clip interval 0.39–0.77s** — opposes_predicted_class; evidence: unaligned audio feature rows 7–15; review the linked source clip at the estimated relative span +- **vision bins 46–49 (relative progress 0.920–1.000), estimated clip interval 8.89–9.67s** — supports_predicted_class; evidence: unaligned vision feature rows 131–142; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_17_vision_1.jpg) +- **vision bins 29–29 (relative progress 0.580–0.600), estimated clip interval 5.61–5.80s** — supports_predicted_class; evidence: unaligned vision feature rows 82–85; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_17_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/17.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3403 / +1.1632 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.2587 / -0.0617. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.8566. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Applying these four design concepts to your presentations is simple, easy and will make people think you turned into a design guru. diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/18.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/18.md new file mode 100644 index 0000000..a446fb3 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/18.md @@ -0,0 +1,57 @@ +# Q3 explanation card — E0_EarlyConcat — 18 + +## Prediction + +- Polarity: **neutral** +- Intensity: -0.379 +- Predicted-class confidence: 0.507 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +0.5864 | 0.482 | -0.3991 | 0.487 | +| audio | -0.2698 | 0.222 | +0.0225 | 0.028 | +| vision | +0.3607 | 0.296 | -0.3975 | 0.485 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.0485 | -0.0700 | +| Text + Vision | -0.1951 | +0.1509 | +| Audio + Vision | -0.0033 | +0.2356 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 6–10 (relative progress 0.120–0.220), estimated clip interval 2.26–4.14s** — supports_predicted_class; evidence: - the first baltic cod fishery +- **audio bins 13–14 (relative progress 0.260–0.300), estimated clip interval 4.89–5.64s** — opposes_predicted_class; evidence: unaligned audio feature rows 96–111; review the linked source clip at the estimated relative span +- **audio bins 1–2 (relative progress 0.020–0.060), estimated clip interval 0.38–1.13s** — opposes_predicted_class; evidence: unaligned audio feature rows 7–22; review the linked source clip at the estimated relative span +- **vision bins 18–20 (relative progress 0.360–0.420), estimated clip interval 6.77–7.90s** — supports_predicted_class; evidence: unaligned vision feature rows 100–117; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_18_vision_1.jpg) +- **vision bins 40–41 (relative progress 0.800–0.840), estimated clip interval 15.05–15.80s** — supports_predicted_class; evidence: unaligned vision feature rows 224–235; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_18_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/18.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.2234 / +0.4210 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.2583 / -0.1544. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.3293. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +-And in Denmark - the first Baltic Cod fishery has been MSC – certified -Meanwhile, the Faeroese Mackerel Fishery has been denied MSC certification based on the fact that the fishery has failed to reach an agreement on mackerel quotas with Norway and the European Union. diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/19.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/19.md new file mode 100644 index 0000000..2bb1681 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/19.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 19 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.030 +- Predicted-class confidence: 0.496 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | -0.0481 | 0.042 | -0.4154 | 0.367 | +| audio | -0.3937 | 0.346 | -0.3329 | 0.294 | +| vision | +0.6959 | 0.612 | +0.3834 | 0.339 | + +Shapley completeness residuals: class -5.55e-17, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.1825 | +0.1441 | +| Text + Vision | -0.2654 | -0.0422 | +| Audio + Vision | +0.0285 | +0.0474 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 35–36 (relative progress 0.700–0.740), estimated clip interval 9.58–10.13s** — opposes_predicted_class; evidence: over imperfections +- **text bins 40–41 (relative progress 0.800–0.840), estimated clip interval 10.95–11.49s** — supports_predicted_class; evidence: but for the +- **audio bins 16–18 (relative progress 0.320–0.380), estimated clip interval 4.38–5.20s** — opposes_predicted_class; evidence: unaligned audio feature rows 87–103; review the linked source clip at the estimated relative span +- **audio bins 0–1 (relative progress 0.000–0.040), estimated clip interval 0.00–0.55s** — opposes_predicted_class; evidence: unaligned audio feature rows 0–10; review the linked source clip at the estimated relative span +- **vision bins 31–33 (relative progress 0.620–0.680), estimated clip interval 8.48–9.30s** — supports_predicted_class; evidence: unaligned vision feature rows 126–138; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_19_vision_1.jpg) +- **vision bins 27–28 (relative progress 0.540–0.580), estimated clip interval 7.39–7.94s** — supports_predicted_class; evidence: unaligned vision feature rows 110–118; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_19_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/19.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: -0.1179 / +0.0719 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.4099 / +0.0560. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.0836. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +People are surprisingly forgiving brands when they own up to mistakes, and unfortunately some haters out there love to point fingers and jump all over imperfections, but for the most part, people understand diff --git a/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/20.md b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/20.md new file mode 100644 index 0000000..43c4ed3 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E0_EarlyConcat/20.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E0_EarlyConcat — 20 + +## Prediction + +- Polarity: **positive** +- Intensity: +1.269 +- Predicted-class confidence: 0.865 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.7774 | 0.829 | +1.2266 | 0.738 | +| audio | -0.3541 | 0.165 | -0.3939 | 0.237 | +| vision | +0.0132 | 0.006 | +0.0415 | 0.025 | + +Shapley completeness residuals: class -2.22e-16, intensity -1.11e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.3277 | +0.3908 | +| Text + Vision | -0.0568 | +0.0263 | +| Audio + Vision | +0.0454 | +0.0601 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 24–26 (relative progress 0.480–0.540), estimated clip interval 5.26–5.91s** — supports_predicted_class; evidence: ll have more live +- **text bins 11–12 (relative progress 0.220–0.260), estimated clip interval 2.41–2.85s** — supports_predicted_class; evidence: of the description +- **audio bins 33–34 (relative progress 0.660–0.700), estimated clip interval 7.23–7.67s** — opposes_predicted_class; evidence: unaligned audio feature rows 142–151; review the linked source clip at the estimated relative span +- **audio bins 41–42 (relative progress 0.820–0.860), estimated clip interval 8.98–9.42s** — opposes_predicted_class; evidence: unaligned audio feature rows 177–185; review the linked source clip at the estimated relative span +- **vision bins 42–44 (relative progress 0.840–0.900), estimated clip interval 9.20–9.86s** — supports_predicted_class; evidence: unaligned vision feature rows 136–145; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_20_vision_1.jpg) +- **vision bins 15–16 (relative progress 0.300–0.340), estimated clip interval 3.29–3.72s** — opposes_predicted_class; evidence: unaligned vision feature rows 48–55; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E0_EarlyConcat_20_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E0_EarlyConcat/20.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.5846 / +1.8524 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.0170 / -0.1314. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.5152. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +And of course, click in the link of the description of this video for more, and we'll have more live updates and a stock market video (wrap-up) at the end of the day today. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/01.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/01.md new file mode 100644 index 0000000..2ae25f6 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/01.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 01 + +## Prediction + +- Polarity: **neutral** +- Intensity: +0.251 +- Predicted-class confidence: 0.477 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/01.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.363 | 0.642 | +| audio | 0.294 | 0.139 | +| vision | 0.343 | 0.219 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 35–36 (relative progress 0.700–0.740), estimated clip interval 6.30–6.66s** — router_activity_not_signed_contribution; evidence: belt performs +- **text bins 4–4 (relative progress 0.080–0.100), estimated clip interval 0.72–0.90s** — router_activity_not_signed_contribution; evidence: replacing these +- **audio bins 32–32 (relative progress 0.640–0.660), estimated clip interval 5.76–5.94s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 114–118; review the linked source clip at the estimated relative span +- **audio bins 35–35 (relative progress 0.700–0.720), estimated clip interval 6.30–6.48s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 125–128; review the linked source clip at the estimated relative span +- **vision bins 4–5 (relative progress 0.080–0.120), estimated clip interval 0.72–1.08s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 10–16; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_01_vision_1.jpg) +- **vision bins 35–36 (relative progress 0.700–0.740), estimated clip interval 6.30–6.66s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 94–99; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_01_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/01.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3703 / +1.0939 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.0722 / -0.1165. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.8309. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Replacing these wear components when replacing the timing belt is essential to ensuring the new belt performs to its mileage requirements diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/02.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/02.md new file mode 100644 index 0000000..f8cfa24 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/02.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 02 + +## Prediction + +- Polarity: **neutral** +- Intensity: +0.110 +- Predicted-class confidence: 0.462 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/02.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.358 | 0.723 | +| audio | 0.289 | 0.055 | +| vision | 0.352 | 0.222 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 0–3 (relative progress 0.000–0.080), estimated clip interval 0.00–0.28s** — router_activity_not_signed_contribution; evidence: we +- **text bins 48–48 (relative progress 0.960–0.980), estimated clip interval 3.35–3.42s** — router_activity_not_signed_contribution; evidence: We want to live by each other’s happiness - not by each other’s misery. +- **audio bins 19–20 (relative progress 0.380–0.420), estimated clip interval 1.33–1.47s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 25–27; review the linked source clip at the estimated relative span +- **audio bins 9–10 (relative progress 0.180–0.220), estimated clip interval 0.63–0.77s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 11–14; review the linked source clip at the estimated relative span +- **vision bins 48–49 (relative progress 0.960–1.000), estimated clip interval 3.35–3.49s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 48–49; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_02_vision_1.jpg) +- **vision bins 1–2 (relative progress 0.020–0.060), estimated clip interval 0.07–0.21s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 1–2; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_02_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/02.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.2126 / +0.9516 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.1482 / +0.1970. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.6623. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +We want to live by each other’s happiness - not by each other’s misery. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/03.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/03.md new file mode 100644 index 0000000..6eb45ed --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/03.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 03 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.610 +- Predicted-class confidence: 0.688 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.359 | 0.723 | +| audio | 0.292 | 0.011 | +| vision | 0.349 | 0.266 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 33–34 (relative progress 0.660–0.700), estimated clip interval 6.38–6.76s** — router_activity_not_signed_contribution; evidence: income into +- **text bins 9–9 (relative progress 0.180–0.200), estimated clip interval 1.74–1.93s** — router_activity_not_signed_contribution; evidence: ##er +- **audio bins 31–34 (relative progress 0.620–0.700), estimated clip interval 5.99–6.76s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 118–133; review the linked source clip at the estimated relative span +- **audio bins 0–0 (relative progress 0.000–0.020), estimated clip interval 0.00–0.19s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 0–3; review the linked source clip at the estimated relative span +- **vision bins 37–39 (relative progress 0.740–0.800), estimated clip interval 7.15–7.73s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 106–115; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_03_vision_1.jpg) +- **vision bins 48–48 (relative progress 0.960–0.980), estimated clip interval 9.28–9.47s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 138–141; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_03_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/03.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3234 / +1.2305 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.1027 / +0.1196. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.8736. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +There's one lender at the moment which I think is just Bankwest who don't take rental income into account, they take rental yield into account. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/04.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/04.md new file mode 100644 index 0000000..6d389a7 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/04.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 04 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.942 +- Predicted-class confidence: 0.784 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.359 | 0.789 | +| audio | 0.291 | 0.196 | +| vision | 0.349 | 0.015 | + +Router–Shapley Spearman: 0.5; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 44–47 (relative progress 0.880–0.960), estimated clip interval 6.15–6.71s** — router_activity_not_signed_contribution; evidence: absolutely not. +- **text bins 21–21 (relative progress 0.420–0.440), estimated clip interval 2.94–3.08s** — router_activity_not_signed_contribution; evidence: i kiss +- **audio bins 13–15 (relative progress 0.260–0.320), estimated clip interval 1.82–2.24s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 35–43; review the linked source clip at the estimated relative span +- **audio bins 46–46 (relative progress 0.920–0.940), estimated clip interval 6.43–6.57s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 126–128; review the linked source clip at the estimated relative span +- **vision bins 39–42 (relative progress 0.780–0.860), estimated clip interval 5.46–6.01s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 80–88; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_04_vision_1.jpg) +- **vision bins 7–7 (relative progress 0.140–0.160), estimated clip interval 0.98–1.12s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 14–16; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_04_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/04.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3890 / +1.5730 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.4015 / +0.1569. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.4743. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +If I blow it at the team exercise, should I kiss my chances of cheering "GO BLUE" goodbye?] Absolutely not. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/05.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/05.md new file mode 100644 index 0000000..5bd2617 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/05.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 05 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.871 +- Predicted-class confidence: 0.837 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.359 | 0.456 | +| audio | 0.291 | 0.111 | +| vision | 0.350 | 0.433 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 43–45 (relative progress 0.860–0.920), estimated clip interval 5.25–5.61s** — router_activity_not_signed_contribution; evidence: marketing. +- **text bins 0–0 (relative progress 0.000–0.020), estimated clip interval 0.00–0.12s** — router_activity_not_signed_contribution; evidence: Hi, my name is Chloe, video marketer for Red Wagon Marketing. +- **audio bins 43–46 (relative progress 0.860–0.940), estimated clip interval 5.25–5.73s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 103–112; review the linked source clip at the estimated relative span +- **audio bins 23–23 (relative progress 0.460–0.480), estimated clip interval 2.81–2.93s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 55–57; review the linked source clip at the estimated relative span +- **vision bins 3–5 (relative progress 0.060–0.120), estimated clip interval 0.37–0.73s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 5–10; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_05_vision_1.jpg) +- **vision bins 17–17 (relative progress 0.340–0.360), estimated clip interval 2.07–2.20s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 30–32; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_05_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/05.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.0746 / +0.1400 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.9288 / +0.5481. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.4152. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Hi, my name is Chloe, video marketer for Red Wagon Marketing. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/06.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/06.md new file mode 100644 index 0000000..ee11ad4 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/06.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 06 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.790 +- Predicted-class confidence: 0.805 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.359 | 0.801 | +| audio | 0.290 | 0.121 | +| vision | 0.351 | 0.078 | + +Router–Shapley Spearman: 0.5; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 40–40 (relative progress 0.800–0.820), estimated clip interval 6.64–6.81s** — router_activity_not_signed_contribution; evidence: check out +- **text bins 0–0 (relative progress 0.000–0.020), estimated clip interval 0.00–0.17s** — router_activity_not_signed_contribution; evidence: If you're a fan of dancing in that sense, just like to watch people dance, see impressive dance moves then you might want to check out this movie solely for that +- **audio bins 43–44 (relative progress 0.860–0.900), estimated clip interval 7.14–7.47s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 140–146; review the linked source clip at the estimated relative span +- **audio bins 39–40 (relative progress 0.780–0.820), estimated clip interval 6.48–6.81s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 127–133; review the linked source clip at the estimated relative span +- **vision bins 46–49 (relative progress 0.920–1.000), estimated clip interval 7.64–8.31s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 113–122; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_06_vision_1.jpg) +- **vision bins 13–13 (relative progress 0.260–0.280), estimated clip interval 2.16–2.33s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 31–34; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_06_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/06.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.5262 / +1.6266 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.4002 / -0.1076. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.3422. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +If you're a fan of dancing in that sense, just like to watch people dance, see impressive dance moves then you might want to check out this movie solely for that diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/07.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/07.md new file mode 100644 index 0000000..ee052af --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/07.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 07 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.580 +- Predicted-class confidence: 0.734 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.362 | 0.838 | +| audio | 0.294 | 0.153 | +| vision | 0.344 | 0.009 | + +Router–Shapley Spearman: 0.5; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 31–32 (relative progress 0.620–0.660), estimated clip interval 13.24–14.09s** — router_activity_not_signed_contribution; evidence: future of +- **text bins 0–0 (relative progress 0.000–0.020), estimated clip interval 0.00–0.43s** — router_activity_not_signed_contribution; evidence: As Linn’s associate editor Michael Baadke reports in our November 28 issue, attendees “enthusiastically discussed the topics of growing the hobby, the future of stamp shows, and dealers and philatelic partnerships, along with ways the leading organizations involved in the stamp hobby can work together to make it succeed and grow +- **audio bins 28–29 (relative progress 0.560–0.600), estimated clip interval 11.95–12.81s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 238–254; review the linked source clip at the estimated relative span +- **audio bins 34–35 (relative progress 0.680–0.720), estimated clip interval 14.52–15.37s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 289–305; review the linked source clip at the estimated relative span +- **vision bins 18–19 (relative progress 0.360–0.400), estimated clip interval 7.69–8.54s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 114–127; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_07_vision_1.jpg) +- **vision bins 36–37 (relative progress 0.720–0.760), estimated clip interval 15.37–16.22s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 229–242; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_07_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/07.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.1449 / +0.7703 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.4447 / +0.0732. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.6005. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +As Linn’s associate editor Michael Baadke reports in our November 28 issue, attendees “enthusiastically discussed the topics of growing the hobby, the future of stamp shows, and dealers and philatelic partnerships, along with ways the leading organizations involved in the stamp hobby can work together to make it succeed and grow diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/08.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/08.md new file mode 100644 index 0000000..30e71a5 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/08.md @@ -0,0 +1,49 @@ +# Q3 explanation card — E1_MoFE_Router — 08 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.712 +- Predicted-class confidence: 0.812 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.363 | 0.888 | +| audio | 0.294 | 0.090 | +| vision | 0.343 | 0.022 | + +Router–Shapley Spearman: 0.5; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 42–43 (relative progress 0.840–0.880), estimated clip interval 4.27–4.48s** — router_activity_not_signed_contribution; evidence: grand challenge +- **text bins 47–48 (relative progress 0.940–0.980), estimated clip interval 4.78–4.98s** — router_activity_not_signed_contribution; evidence: That brings us to tonight, the Universal Design Grand Challenge +- **audio bins 23–27 (relative progress 0.460–0.560), estimated clip interval 2.34–2.85s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 45–54; review the linked source clip at the estimated relative span +- **vision bins 47–49 (relative progress 0.940–1.000), estimated clip interval 4.78–5.09s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 69–73; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_08_vision_1.jpg) +- **vision bins 42–43 (relative progress 0.840–0.880), estimated clip interval 4.27–4.48s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 62–65; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_08_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/08.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.0763 / +1.0180 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.8223 / +0.0351. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.8006. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +That brings us to tonight, the Universal Design Grand Challenge diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/09.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/09.md new file mode 100644 index 0000000..89e3929 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/09.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 09 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.848 +- Predicted-class confidence: 0.918 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.359 | 0.940 | +| audio | 0.291 | 0.052 | +| vision | 0.350 | 0.008 | + +Router–Shapley Spearman: 0.5; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 8–10 (relative progress 0.160–0.220), estimated clip interval 0.81–1.11s** — router_activity_not_signed_contribution; evidence: ##h ) +- **text bins 4–4 (relative progress 0.080–0.100), estimated clip interval 0.40–0.50s** — router_activity_not_signed_contribution; evidence: ( +- **audio bins 8–10 (relative progress 0.160–0.220), estimated clip interval 0.81–1.11s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 15–21; review the linked source clip at the estimated relative span +- **audio bins 2–3 (relative progress 0.040–0.080), estimated clip interval 0.20–0.40s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 3–7; review the linked source clip at the estimated relative span +- **vision bins 25–27 (relative progress 0.500–0.560), estimated clip interval 2.52–2.82s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 37–41; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_09_vision_1.jpg) +- **vision bins 12–12 (relative progress 0.240–0.260), estimated clip interval 1.21–1.31s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 18–19; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_09_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/09.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3663 / +1.5409 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.4417 / +0.2561. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.3679. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +(uhh) I did not like this movie at all, I would not recommend it diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/10.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/10.md new file mode 100644 index 0000000..7e1273e --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/10.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 10 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.260 +- Predicted-class confidence: 0.862 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.359 | 0.665 | +| audio | 0.290 | 0.213 | +| vision | 0.351 | 0.123 | + +Router–Shapley Spearman: 0.5; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 5–7 (relative progress 0.100–0.160), estimated clip interval 0.99–1.59s** — router_activity_not_signed_contribution; evidence: ) and you +- **text bins 48–48 (relative progress 0.960–0.980), estimated clip interval 9.54–9.74s** — router_activity_not_signed_contribution; evidence: terrible +- **audio bins 5–6 (relative progress 0.100–0.140), estimated clip interval 0.99–1.39s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 19–27; review the linked source clip at the estimated relative span +- **audio bins 28–29 (relative progress 0.560–0.600), estimated clip interval 5.57–5.96s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 109–116; review the linked source clip at the estimated relative span +- **vision bins 10–11 (relative progress 0.200–0.240), estimated clip interval 1.99–2.39s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 29–35; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_10_vision_1.jpg) +- **vision bins 23–23 (relative progress 0.460–0.480), estimated clip interval 4.57–4.77s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 67–70; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_10_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/10.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3188 / +1.7735 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.7996 / +0.2699. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.7536. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +(umm) And you know I really do like to see fluffy chick flicks sometimes so I'm not against that but this one was pretty terrible diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/11.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/11.md new file mode 100644 index 0000000..c16d029 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/11.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 11 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.492 +- Predicted-class confidence: 0.577 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.360 | 0.543 | +| audio | 0.288 | 0.133 | +| vision | 0.352 | 0.325 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 31–34 (relative progress 0.620–0.700), estimated clip interval 3.60–4.06s** — router_activity_not_signed_contribution; evidence: film if i +- **text bins 40–40 (relative progress 0.800–0.820), estimated clip interval 4.64–4.76s** — router_activity_not_signed_contribution; evidence: was a +- **audio bins 1–2 (relative progress 0.020–0.060), estimated clip interval 0.12–0.35s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 2–6; review the linked source clip at the estimated relative span +- **audio bins 5–5 (relative progress 0.100–0.120), estimated clip interval 0.58–0.70s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 11–13; review the linked source clip at the estimated relative span +- **vision bins 32–33 (relative progress 0.640–0.680), estimated clip interval 3.71–3.95s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 55–58; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_11_vision_1.jpg) +- **vision bins 7–7 (relative progress 0.140–0.160), estimated clip interval 0.81–0.93s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 12–13; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_11_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/11.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: -0.1744 / +0.4081 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.8332 / -0.1700. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.3823. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +I would be ashamed to have made this film if I was a director diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/12.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/12.md new file mode 100644 index 0000000..772aaac --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/12.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 12 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.088 +- Predicted-class confidence: 0.814 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.363 | 0.518 | +| audio | 0.291 | 0.198 | +| vision | 0.346 | 0.284 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 31–33 (relative progress 0.620–0.680), estimated clip interval 8.07–8.85s** — router_activity_not_signed_contribution; evidence: , they have +- **text bins 40–41 (relative progress 0.800–0.840), estimated clip interval 10.41–10.93s** — router_activity_not_signed_contribution; evidence: , and +- **audio bins 10–11 (relative progress 0.200–0.240), estimated clip interval 2.60–3.12s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 51–61; review the linked source clip at the estimated relative span +- **audio bins 28–28 (relative progress 0.560–0.580), estimated clip interval 7.29–7.55s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 143–149; review the linked source clip at the estimated relative span +- **vision bins 31–33 (relative progress 0.620–0.680), estimated clip interval 8.07–8.85s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 119–131; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_12_vision_1.jpg) +- **vision bins 40–41 (relative progress 0.800–0.840), estimated clip interval 10.41–10.93s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 154–162; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_12_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/12.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.1360 / +0.8681 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.3464 / +0.3088. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.0633. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Or worse, an individual previously had good credit, but usually by no fault of their own, or perhaps by fault of their own, they have let their credit sag, and credit scores is very low. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/13.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/13.md new file mode 100644 index 0000000..c71406d --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/13.md @@ -0,0 +1,49 @@ +# Q3 explanation card — E1_MoFE_Router — 13 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.421 +- Predicted-class confidence: 0.525 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.363 | 0.515 | +| audio | 0.296 | 0.126 | +| vision | 0.340 | 0.359 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 3–4 (relative progress 0.060–0.100), estimated clip interval 0.52–0.87s** — router_activity_not_signed_contribution; evidence: for example, +- **text bins 14–15 (relative progress 0.280–0.320), estimated clip interval 2.43–2.78s** — router_activity_not_signed_contribution; evidence: set of data +- **audio bins 1–5 (relative progress 0.020–0.120), estimated clip interval 0.17–1.04s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 3–20; review the linked source clip at the estimated relative span +- **vision bins 14–15 (relative progress 0.280–0.320), estimated clip interval 2.43–2.78s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 5–5; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_13_vision_1.jpg) +- **vision bins 20–20 (relative progress 0.400–0.420), estimated clip interval 3.47–3.65s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 7–7; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_13_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/13.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.0939 / +0.2419 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.0028 / -0.1247. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.2177. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +For example, I could take a set of data and from that data, I can find a relationship between any two of the given factors or more. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/14.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/14.md new file mode 100644 index 0000000..3448969 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/14.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 14 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.526 +- Predicted-class confidence: 0.582 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.360 | 0.115 | +| audio | 0.292 | 0.177 | +| vision | 0.348 | 0.708 | + +Router–Shapley Spearman: -0.5; top modality agreement: False. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 0–2 (relative progress 0.000–0.060), estimated clip interval 0.00–0.62s** — router_activity_not_signed_contribution; evidence: he is +- **text bins 46–46 (relative progress 0.920–0.940), estimated clip interval 9.52–9.73s** — router_activity_not_signed_contribution; evidence: university +- **audio bins 0–2 (relative progress 0.000–0.060), estimated clip interval 0.00–0.62s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 0–12; review the linked source clip at the estimated relative span +- **audio bins 46–46 (relative progress 0.920–0.940), estimated clip interval 9.52–9.73s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 187–191; review the linked source clip at the estimated relative span +- **vision bins 5–7 (relative progress 0.100–0.160), estimated clip interval 1.04–1.66s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 15–24; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_14_vision_1.jpg) +- **vision bins 32–32 (relative progress 0.640–0.660), estimated clip interval 6.62–6.83s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 97–100; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_14_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/14.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.0264 / -0.3809 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.4573 / +0.3264. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: -0.2121. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +He is the co-founder of Rossen and Vettese Limited and the former Executive Director of Uniform Final Examination (UFE) courses at Toronto's York University. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/15.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/15.md new file mode 100644 index 0000000..95c0683 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/15.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 15 + +## Prediction + +- Polarity: **positive** +- Intensity: +1.053 +- Predicted-class confidence: 0.893 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.359 | 0.496 | +| audio | 0.292 | 0.244 | +| vision | 0.349 | 0.260 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 15–16 (relative progress 0.300–0.340), estimated clip interval 2.20–2.49s** — router_activity_not_signed_contribution; evidence: , the +- **text bins 27–28 (relative progress 0.540–0.580), estimated clip interval 3.96–4.25s** — router_activity_not_signed_contribution; evidence: education because +- **audio bins 8–9 (relative progress 0.160–0.200), estimated clip interval 1.17–1.47s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 23–28; review the linked source clip at the estimated relative span +- **audio bins 15–15 (relative progress 0.300–0.320), estimated clip interval 2.20–2.35s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 43–46; review the linked source clip at the estimated relative span +- **vision bins 47–48 (relative progress 0.940–0.980), estimated clip interval 6.89–7.19s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 103–107; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_15_vision_1.jpg) +- **vision bins 23–24 (relative progress 0.460–0.500), estimated clip interval 3.37–3.67s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 50–54; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_15_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/15.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.1767 / +0.5629 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.9233 / +0.5012. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.4848. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +However, despite their poverty, the family prioritize education because they believed in its power to transform lives diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/16.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/16.md new file mode 100644 index 0000000..6b6411a --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/16.md @@ -0,0 +1,49 @@ +# Q3 explanation card — E1_MoFE_Router — 16 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.836 +- Predicted-class confidence: 0.914 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.370 | 0.876 | +| audio | 0.304 | 0.050 | +| vision | 0.326 | 0.075 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 2–4 (relative progress 0.040–0.100), estimated clip interval 0.12–0.31s** — router_activity_not_signed_contribution; evidence: it +- **text bins 46–46 (relative progress 0.920–0.940), estimated clip interval 2.86–2.93s** — router_activity_not_signed_contribution; evidence: movie +- **audio bins 1–5 (relative progress 0.020–0.120), estimated clip interval 0.06–0.37s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 1–7; review the linked source clip at the estimated relative span +- **vision bins 27–30 (relative progress 0.540–0.620), estimated clip interval 1.68–1.93s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 23–27; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_16_vision_1.jpg) +- **vision bins 15–15 (relative progress 0.300–0.320), estimated clip interval 0.93–1.00s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 13–14; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_16_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/16.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.2071 / +1.2711 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.5664 / +0.1907. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.1494. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +It's a terrible, this is a terrible movie diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/17.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/17.md new file mode 100644 index 0000000..2871ec9 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/17.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 17 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.928 +- Predicted-class confidence: 0.884 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.360 | 0.721 | +| audio | 0.289 | 0.079 | +| vision | 0.351 | 0.200 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 10–11 (relative progress 0.200–0.240), estimated clip interval 1.93–2.32s** — router_activity_not_signed_contribution; evidence: concepts to +- **text bins 48–49 (relative progress 0.960–1.000), estimated clip interval 9.28–9.67s** — router_activity_not_signed_contribution; evidence: . +- **audio bins 37–38 (relative progress 0.740–0.780), estimated clip interval 7.15–7.54s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 141–148; review the linked source clip at the estimated relative span +- **audio bins 2–2 (relative progress 0.040–0.060), estimated clip interval 0.39–0.58s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 7–11; review the linked source clip at the estimated relative span +- **vision bins 46–47 (relative progress 0.920–0.960), estimated clip interval 8.89–9.28s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 131–137; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_17_vision_1.jpg) +- **vision bins 17–18 (relative progress 0.340–0.380), estimated clip interval 3.29–3.67s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 48–54; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_17_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/17.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3064 / +1.3990 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.5635 / -0.0240. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.2303. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Applying these four design concepts to your presentations is simple, easy and will make people think you turned into a design guru. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/18.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/18.md new file mode 100644 index 0000000..0d80db9 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/18.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 18 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.171 +- Predicted-class confidence: 0.490 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.359 | 0.380 | +| audio | 0.291 | 0.178 | +| vision | 0.350 | 0.441 | + +Router–Shapley Spearman: 0.5; top modality agreement: False. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 38–38 (relative progress 0.760–0.780), estimated clip interval 14.29–14.67s** — router_activity_not_signed_contribution; evidence: fishery +- **text bins 7–7 (relative progress 0.140–0.160), estimated clip interval 2.63–3.01s** — router_activity_not_signed_contribution; evidence: first +- **audio bins 38–38 (relative progress 0.760–0.780), estimated clip interval 14.29–14.67s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 282–290; review the linked source clip at the estimated relative span +- **audio bins 4–4 (relative progress 0.080–0.100), estimated clip interval 1.50–1.88s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 29–37; review the linked source clip at the estimated relative span +- **vision bins 10–11 (relative progress 0.200–0.240), estimated clip interval 3.76–4.51s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 56–67; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_18_vision_1.jpg) +- **vision bins 2–2 (relative progress 0.040–0.060), estimated clip interval 0.75–1.13s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 11–16; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_18_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/18.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: -0.1406 / -0.3074 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +1.0792 / +0.8558. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: -0.0964. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +-And in Denmark - the first Baltic Cod fishery has been MSC – certified -Meanwhile, the Faeroese Mackerel Fishery has been denied MSC certification based on the fact that the fishery has failed to reach an agreement on mackerel quotas with Norway and the European Union. diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/19.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/19.md new file mode 100644 index 0000000..497f9e9 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/19.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 19 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.047 +- Predicted-class confidence: 0.474 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.358 | 0.080 | +| audio | 0.291 | 0.053 | +| vision | 0.351 | 0.867 | + +Router–Shapley Spearman: 0.5; top modality agreement: False. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 45–46 (relative progress 0.900–0.940), estimated clip interval 12.31–12.86s** — router_activity_not_signed_contribution; evidence: part, people +- **text bins 30–30 (relative progress 0.600–0.620), estimated clip interval 8.21–8.48s** — router_activity_not_signed_contribution; evidence: fingers and +- **audio bins 45–46 (relative progress 0.900–0.940), estimated clip interval 12.31–12.86s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 244–255; review the linked source clip at the estimated relative span +- **audio bins 30–31 (relative progress 0.600–0.640), estimated clip interval 8.21–8.76s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 163–174; review the linked source clip at the estimated relative span +- **vision bins 7–9 (relative progress 0.140–0.200), estimated clip interval 1.92–2.74s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 28–40; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_19_vision_1.jpg) +- **vision bins 20–20 (relative progress 0.400–0.420), estimated clip interval 5.47–5.75s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 81–85; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_19_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/19.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.2485 / -0.0569 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.0621 / +0.5542. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.1364. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +People are surprisingly forgiving brands when they own up to mistakes, and unfortunately some haters out there love to point fingers and jump all over imperfections, but for the most part, people understand diff --git a/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/20.md b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/20.md new file mode 100644 index 0000000..bea76c7 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E1_MoFE_Router/20.md @@ -0,0 +1,50 @@ +# Q3 explanation card — E1_MoFE_Router — 20 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.760 +- Predicted-class confidence: 0.835 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4 + +## Router profile (intrinsic routing signal, not prediction contribution) + +| Modality | Router exposure share | Exact Shapley absolute share | +|---|---:|---:| +| text | 0.359 | 0.936 | +| audio | 0.291 | 0.025 | +| vision | 0.350 | 0.039 | + +Router–Shapley Spearman: 1.0; top modality agreement: True. +Router values describe mixture routing. The counterfactual scores below test whether that routing signal tracks model behavior. + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 15–16 (relative progress 0.300–0.340), estimated clip interval 3.29–3.72s** — router_activity_not_signed_contribution; evidence: this video for +- **text bins 33–34 (relative progress 0.660–0.700), estimated clip interval 7.23–7.67s** — router_activity_not_signed_contribution; evidence: market video ( +- **audio bins 33–35 (relative progress 0.660–0.720), estimated clip interval 7.23–7.89s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 142–155; review the linked source clip at the estimated relative span +- **audio bins 16–16 (relative progress 0.320–0.340), estimated clip interval 3.50–3.72s** — router_activity_not_signed_contribution; evidence: unaligned audio feature rows 69–73; review the linked source clip at the estimated relative span +- **vision bins 7–9 (relative progress 0.140–0.200), estimated clip interval 1.53–2.19s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 22–32; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_20_vision_1.jpg) +- **vision bins 5–5 (relative progress 0.100–0.120), estimated clip interval 1.10–1.31s** — router_activity_not_signed_contribution; evidence: unaligned vision feature rows 16–19; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E1_MoFE_Router_20_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E1_MoFE_Router/20.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.5186 / +1.6799 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.5129 / +0.0639. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.3739. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +And of course, click in the link of the description of this video for more, and we'll have more live updates and a stock market video (wrap-up) at the end of the day today. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/01.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/01.md new file mode 100644 index 0000000..4862e2c --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/01.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 01 + +## Prediction + +- Polarity: **neutral** +- Intensity: +0.251 +- Predicted-class confidence: 0.477 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/01.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +0.9563 | 0.642 | +0.6618 | 0.603 | +| audio | -0.2072 | 0.139 | +0.1829 | 0.167 | +| vision | -0.3270 | 0.219 | -0.2536 | 0.231 | + +Shapley completeness residuals: class -5.55e-17, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.1493 | -0.1375 | +| Text + Vision | +0.1915 | +0.2039 | +| Audio + Vision | +0.0868 | +0.0537 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 15–18 (relative progress 0.300–0.380), estimated clip interval 2.70–3.42s** — supports_predicted_class; evidence: the timing belt +- **text bins 32–32 (relative progress 0.640–0.660), estimated clip interval 5.76–5.94s** — supports_predicted_class; evidence: new +- **audio bins 1–2 (relative progress 0.020–0.060), estimated clip interval 0.18–0.54s** — opposes_predicted_class; evidence: unaligned audio feature rows 3–10; review the linked source clip at the estimated relative span +- **audio bins 16–17 (relative progress 0.320–0.360), estimated clip interval 2.88–3.24s** — opposes_predicted_class; evidence: unaligned audio feature rows 57–64; review the linked source clip at the estimated relative span +- **vision bins 5–8 (relative progress 0.100–0.180), estimated clip interval 0.90–1.62s** — opposes_predicted_class; evidence: unaligned vision feature rows 13–24; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_01_vision_1.jpg) +- **vision bins 46–46 (relative progress 0.920–0.940), estimated clip interval 8.28–8.46s** — opposes_predicted_class; evidence: unaligned vision feature rows 124–126; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_01_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/01.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.4212 / +1.1640 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.0226 / -0.0818. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.8752. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Replacing these wear components when replacing the timing belt is essential to ensuring the new belt performs to its mileage requirements diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/02.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/02.md new file mode 100644 index 0000000..7f4d78c --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/02.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 02 + +## Prediction + +- Polarity: **neutral** +- Intensity: +0.110 +- Predicted-class confidence: 0.462 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/02.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +0.6762 | 0.723 | +0.8219 | 0.671 | +| audio | -0.0516 | 0.055 | +0.0157 | 0.013 | +| vision | -0.2072 | 0.222 | -0.3872 | 0.316 | + +Shapley completeness residuals: class -5.55e-17, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.1744 | +0.0061 | +| Text + Vision | +0.2674 | +0.1294 | +| Audio + Vision | +0.0312 | -0.0598 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 26–28 (relative progress 0.520–0.580), estimated clip interval 1.82–2.03s** — supports_predicted_class; evidence: happiness - not +- **text bins 39–39 (relative progress 0.780–0.800), estimated clip interval 2.72–2.79s** — supports_predicted_class; evidence: ’ +- **audio bins 31–33 (relative progress 0.620–0.680), estimated clip interval 2.17–2.38s** — supports_predicted_class; evidence: unaligned audio feature rows 40–44; review the linked source clip at the estimated relative span +- **audio bins 35–36 (relative progress 0.700–0.740), estimated clip interval 2.45–2.58s** — supports_predicted_class; evidence: unaligned audio feature rows 46–48; review the linked source clip at the estimated relative span +- **vision bins 40–43 (relative progress 0.800–0.880), estimated clip interval 2.79–3.07s** — opposes_predicted_class; evidence: unaligned vision feature rows 40–43; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_02_vision_1.jpg) +- **vision bins 17–17 (relative progress 0.340–0.360), estimated clip interval 1.19–1.26s** — supports_predicted_class; evidence: unaligned vision feature rows 17–18; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_02_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/02.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3460 / +1.0726 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.3472 / +0.2407. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.7905. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +We want to live by each other’s happiness - not by each other’s misery. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/03.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/03.md new file mode 100644 index 0000000..7c4048c --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/03.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 03 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.610 +- Predicted-class confidence: 0.688 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/03.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.2257 | 0.723 | -0.6208 | 0.639 | +| audio | +0.0185 | 0.011 | +0.0243 | 0.025 | +| vision | -0.4508 | 0.266 | +0.3268 | 0.336 | + +Shapley completeness residuals: class -1.11e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.1065 | +0.1757 | +| Text + Vision | +0.5189 | -0.3861 | +| Audio + Vision | +0.1038 | -0.1471 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 44–45 (relative progress 0.880–0.920), estimated clip interval 8.50–8.89s** — supports_predicted_class; evidence: yield into account +- **text bins 35–36 (relative progress 0.700–0.740), estimated clip interval 6.76–7.15s** — supports_predicted_class; evidence: into account +- **audio bins 7–10 (relative progress 0.140–0.220), estimated clip interval 1.35–2.13s** — opposes_predicted_class; evidence: unaligned audio feature rows 26–42; review the linked source clip at the estimated relative span +- **audio bins 3–3 (relative progress 0.060–0.080), estimated clip interval 0.58–0.77s** — opposes_predicted_class; evidence: unaligned audio feature rows 11–15; review the linked source clip at the estimated relative span +- **vision bins 42–44 (relative progress 0.840–0.900), estimated clip interval 8.12–8.70s** — supports_predicted_class; evidence: unaligned vision feature rows 120–129; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_03_vision_1.jpg) +- **vision bins 7–8 (relative progress 0.140–0.180), estimated clip interval 1.35–1.74s** — supports_predicted_class; evidence: unaligned vision feature rows 20–25; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_03_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/03.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.7735 / +1.4775 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.6596 / -0.0313. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.1804. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +There's one lender at the moment which I think is just Bankwest who don't take rental income into account, they take rental yield into account. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/04.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/04.md new file mode 100644 index 0000000..c10cb0f --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/04.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 04 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.942 +- Predicted-class confidence: 0.784 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.6040 | 0.789 | -1.1000 | 0.688 | +| audio | -0.3985 | 0.196 | +0.4059 | 0.254 | +| vision | -0.0300 | 0.015 | +0.0925 | 0.058 | + +Shapley completeness residuals: class -2.22e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.1932 | -0.1284 | +| Text + Vision | +0.2459 | -0.1719 | +| Audio + Vision | +0.2132 | -0.2422 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 43–45 (relative progress 0.860–0.920), estimated clip interval 6.01–6.43s** — supports_predicted_class; evidence: absolutely not +- **text bins 6–7 (relative progress 0.120–0.160), estimated clip interval 0.84–1.12s** — supports_predicted_class; evidence: blow it +- **audio bins 39–42 (relative progress 0.780–0.860), estimated clip interval 5.46–6.01s** — opposes_predicted_class; evidence: unaligned audio feature rows 106–117; review the linked source clip at the estimated relative span +- **audio bins 12–12 (relative progress 0.240–0.260), estimated clip interval 1.68–1.82s** — supports_predicted_class; evidence: unaligned audio feature rows 32–35; review the linked source clip at the estimated relative span +- **vision bins 39–41 (relative progress 0.780–0.840), estimated clip interval 5.46–5.87s** — supports_predicted_class; evidence: unaligned vision feature rows 80–86; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_04_vision_1.jpg) +- **vision bins 31–32 (relative progress 0.620–0.660), estimated clip interval 4.34–4.62s** — supports_predicted_class; evidence: unaligned vision feature rows 63–67; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_04_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/04.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.7235 / +2.1628 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.3664 / -0.2742. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.6747. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +If I blow it at the team exercise, should I kiss my chances of cheering "GO BLUE" goodbye?] Absolutely not. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/05.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/05.md new file mode 100644 index 0000000..365ab88 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/05.md @@ -0,0 +1,54 @@ +# Q3 explanation card — E2_MoFE_Shapley — 05 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.871 +- Predicted-class confidence: 0.837 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/05.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +0.8392 | 0.456 | +0.6213 | 0.513 | +| audio | +0.2036 | 0.111 | +0.0360 | 0.030 | +| vision | +0.7976 | 0.433 | +0.5540 | 0.457 | + +Shapley completeness residuals: class -2.22e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.1651 | -0.0478 | +| Text + Vision | -0.4251 | -0.3215 | +| Audio + Vision | -0.1776 | -0.0663 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 6–10 (relative progress 0.120–0.220), estimated clip interval 0.73–1.34s** — supports_predicted_class; evidence: , my +- **audio bins 1–5 (relative progress 0.020–0.120), estimated clip interval 0.12–0.73s** — opposes_predicted_class; evidence: unaligned audio feature rows 2–14; review the linked source clip at the estimated relative span +- **vision bins 43–47 (relative progress 0.860–0.960), estimated clip interval 5.25–5.86s** — supports_predicted_class; evidence: unaligned vision feature rows 77–86; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_05_vision_1.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/05.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3077 / +0.3107 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.2027 / +0.2257. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.4245. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Hi, my name is Chloe, video marketer for Red Wagon Marketing. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/06.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/06.md new file mode 100644 index 0000000..55b6681 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/06.md @@ -0,0 +1,56 @@ +# Q3 explanation card — E2_MoFE_Shapley — 06 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.790 +- Predicted-class confidence: 0.805 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/06.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.8127 | 0.801 | +1.1609 | 0.800 | +| audio | -0.2741 | 0.121 | -0.1604 | 0.111 | +| vision | +0.1757 | 0.078 | +0.1295 | 0.089 | + +Shapley completeness residuals: class 0.00e+00, intensity -2.22e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.0391 | +0.1084 | +| Text + Vision | -0.1121 | -0.1039 | +| Audio + Vision | -0.1589 | -0.2370 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 21–23 (relative progress 0.420–0.480), estimated clip interval 3.49–3.99s** — supports_predicted_class; evidence: to watch people +- **text bins 7–8 (relative progress 0.140–0.180), estimated clip interval 1.16–1.49s** — supports_predicted_class; evidence: a fan +- **audio bins 42–44 (relative progress 0.840–0.900), estimated clip interval 6.98–7.47s** — opposes_predicted_class; evidence: unaligned audio feature rows 136–146; review the linked source clip at the estimated relative span +- **audio bins 14–15 (relative progress 0.280–0.320), estimated clip interval 2.33–2.66s** — opposes_predicted_class; evidence: unaligned audio feature rows 45–52; review the linked source clip at the estimated relative span +- **vision bins 40–44 (relative progress 0.800–0.900), estimated clip interval 6.64–7.47s** — opposes_predicted_class; evidence: unaligned vision feature rows 98–110; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_06_vision_1.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/06.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.6819 / +1.6836 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.0933 / -0.2532. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.2527. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +If you're a fan of dancing in that sense, just like to watch people dance, see impressive dance moves then you might want to check out this movie solely for that diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/07.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/07.md new file mode 100644 index 0000000..f546042 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/07.md @@ -0,0 +1,57 @@ +# Q3 explanation card — E2_MoFE_Shapley — 07 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.580 +- Predicted-class confidence: 0.734 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/07.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.2243 | 0.838 | +1.0975 | 0.705 | +| audio | +0.2240 | 0.153 | +0.1413 | 0.091 | +| vision | +0.0135 | 0.009 | -0.3190 | 0.205 | + +Shapley completeness residuals: class -2.22e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.2760 | -0.1914 | +| Text + Vision | +0.0270 | +0.2232 | +| Audio + Vision | -0.1128 | -0.0191 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 22–26 (relative progress 0.440–0.540), estimated clip interval 9.39–11.53s** — supports_predicted_class; evidence: discussed the topics of growing +- **audio bins 25–26 (relative progress 0.500–0.540), estimated clip interval 10.67–11.53s** — opposes_predicted_class; evidence: unaligned audio feature rows 212–229; review the linked source clip at the estimated relative span +- **audio bins 30–31 (relative progress 0.600–0.640), estimated clip interval 12.81–13.66s** — opposes_predicted_class; evidence: unaligned audio feature rows 255–271; review the linked source clip at the estimated relative span +- **vision bins 38–41 (relative progress 0.760–0.840), estimated clip interval 16.22–17.93s** — opposes_predicted_class; evidence: unaligned vision feature rows 242–267; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_07_vision_1.jpg) +- **vision bins 33–33 (relative progress 0.660–0.680), estimated clip interval 14.09–14.52s** — opposes_predicted_class; evidence: unaligned vision feature rows 210–216; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_07_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/07.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.4303 / +0.7252 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.3333 / +0.0765. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.6468. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +As Linn’s associate editor Michael Baadke reports in our November 28 issue, attendees “enthusiastically discussed the topics of growing the hobby, the future of stamp shows, and dealers and philatelic partnerships, along with ways the leading organizations involved in the stamp hobby can work together to make it succeed and grow diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/08.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/08.md new file mode 100644 index 0000000..1562e19 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/08.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 08 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.712 +- Predicted-class confidence: 0.812 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/08.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.5797 | 0.888 | +1.1787 | 0.758 | +| audio | +0.1601 | 0.090 | +0.1247 | 0.080 | +| vision | +0.0394 | 0.022 | -0.2514 | 0.162 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.3202 | -0.2654 | +| Text + Vision | +0.0109 | +0.2232 | +| Audio + Vision | -0.1553 | -0.0298 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 10–13 (relative progress 0.200–0.280), estimated clip interval 1.02–1.42s** — supports_predicted_class; evidence: brings us +- **text bins 17–17 (relative progress 0.340–0.360), estimated clip interval 1.73–1.83s** — supports_predicted_class; evidence: to +- **audio bins 46–48 (relative progress 0.920–0.980), estimated clip interval 4.68–4.98s** — opposes_predicted_class; evidence: unaligned audio feature rows 90–96; review the linked source clip at the estimated relative span +- **audio bins 42–43 (relative progress 0.840–0.880), estimated clip interval 4.27–4.48s** — opposes_predicted_class; evidence: unaligned audio feature rows 82–86; review the linked source clip at the estimated relative span +- **vision bins 23–26 (relative progress 0.460–0.540), estimated clip interval 2.34–2.75s** — opposes_predicted_class; evidence: unaligned vision feature rows 34–39; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_08_vision_1.jpg) +- **vision bins 43–43 (relative progress 0.860–0.880), estimated clip interval 4.37–4.48s** — opposes_predicted_class; evidence: unaligned vision feature rows 63–65; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_08_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/08.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.4306 / +0.8107 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.3601 / +0.0323. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.8594. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +That brings us to tonight, the Universal Design Grand Challenge diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/09.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/09.md new file mode 100644 index 0000000..8b71d4b --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/09.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 09 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.848 +- Predicted-class confidence: 0.918 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/09.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.9453 | 0.940 | -1.5164 | 0.981 | +| audio | +0.1079 | 0.052 | -0.0104 | 0.007 | +| vision | -0.0172 | 0.008 | +0.0193 | 0.012 | + +Shapley completeness residuals: class 0.00e+00, intensity 2.22e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0704 | +0.0883 | +| Text + Vision | +0.1085 | -0.0059 | +| Audio + Vision | +0.0982 | -0.1718 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 27–30 (relative progress 0.540–0.620), estimated clip interval 2.72–3.13s** — supports_predicted_class; evidence: movie at all +- **text bins 35–35 (relative progress 0.700–0.720), estimated clip interval 3.53–3.63s** — supports_predicted_class; evidence: , i +- **audio bins 47–49 (relative progress 0.940–1.000), estimated clip interval 4.74–5.04s** — supports_predicted_class; evidence: unaligned audio feature rows 93–98; review the linked source clip at the estimated relative span +- **audio bins 2–3 (relative progress 0.040–0.080), estimated clip interval 0.20–0.40s** — supports_predicted_class; evidence: unaligned audio feature rows 3–7; review the linked source clip at the estimated relative span +- **vision bins 11–13 (relative progress 0.220–0.280), estimated clip interval 1.11–1.41s** — supports_predicted_class; evidence: unaligned vision feature rows 16–20; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_09_vision_1.jpg) +- **vision bins 20–21 (relative progress 0.400–0.440), estimated clip interval 2.02–2.22s** — supports_predicted_class; evidence: unaligned vision feature rows 30–32; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_09_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/09.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.4802 / +1.6975 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.3075 / +0.1968. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.4469. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +(uhh) I did not like this movie at all, I would not recommend it diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/10.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/10.md new file mode 100644 index 0000000..7d388ea --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/10.md @@ -0,0 +1,56 @@ +# Q3 explanation card — E2_MoFE_Shapley — 10 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.260 +- Predicted-class confidence: 0.862 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/10.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.7953 | 0.665 | -1.3590 | 0.640 | +| audio | -0.5743 | 0.213 | +0.6022 | 0.284 | +| vision | +0.3315 | 0.123 | -0.1628 | 0.077 | + +Shapley completeness residuals: class -2.22e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.3703 | -0.1735 | +| Text + Vision | -0.0413 | -0.0734 | +| Audio + Vision | +0.3672 | -0.3802 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 7–9 (relative progress 0.140–0.200), estimated clip interval 1.39–1.99s** — supports_predicted_class; evidence: and you know +- **text bins 19–19 (relative progress 0.380–0.400), estimated clip interval 3.78–3.98s** — supports_predicted_class; evidence: see +- **audio bins 4–6 (relative progress 0.080–0.140), estimated clip interval 0.80–1.39s** — supports_predicted_class; evidence: unaligned audio feature rows 15–27; review the linked source clip at the estimated relative span +- **audio bins 16–16 (relative progress 0.320–0.340), estimated clip interval 3.18–3.38s** — opposes_predicted_class; evidence: unaligned audio feature rows 62–66; review the linked source clip at the estimated relative span +- **vision bins 22–26 (relative progress 0.440–0.540), estimated clip interval 4.37–5.37s** — supports_predicted_class; evidence: unaligned vision feature rows 64–79; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_10_vision_1.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/10.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.5884 / +2.0317 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.1454 / +0.0604. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.9366. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +(umm) And you know I really do like to see fluffy chick flicks sometimes so I'm not against that but this one was pretty terrible diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/11.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/11.md new file mode 100644 index 0000000..e4fc4e0 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/11.md @@ -0,0 +1,57 @@ +# Q3 explanation card — E2_MoFE_Shapley — 11 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.492 +- Predicted-class confidence: 0.577 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/11.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +0.7143 | 0.543 | -0.2606 | 0.310 | +| audio | +0.1745 | 0.133 | -0.2353 | 0.280 | +| vision | -0.4272 | 0.325 | +0.3442 | 0.410 | + +Shapley completeness residuals: class -1.11e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.0550 | +0.1165 | +| Text + Vision | -0.0932 | +0.0589 | +| Audio + Vision | +0.3224 | -0.2273 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 8–12 (relative progress 0.160–0.260), estimated clip interval 0.93–1.51s** — supports_predicted_class; evidence: would be ashamed +- **audio bins 2–4 (relative progress 0.040–0.100), estimated clip interval 0.23–0.58s** — supports_predicted_class; evidence: unaligned audio feature rows 4–11; review the linked source clip at the estimated relative span +- **audio bins 33–33 (relative progress 0.660–0.680), estimated clip interval 3.83–3.95s** — supports_predicted_class; evidence: unaligned audio feature rows 75–77; review the linked source clip at the estimated relative span +- **vision bins 47–48 (relative progress 0.940–0.980), estimated clip interval 5.46–5.69s** — opposes_predicted_class; evidence: unaligned vision feature rows 80–84; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_11_vision_1.jpg) +- **vision bins 4–4 (relative progress 0.080–0.100), estimated clip interval 0.46–0.58s** — opposes_predicted_class; evidence: unaligned vision feature rows 6–8; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_11_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/11.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.6028 / +0.5872 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -1.1319 / -0.2942. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.5614. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +I would be ashamed to have made this film if I was a director diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/12.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/12.md new file mode 100644 index 0000000..0093f40 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/12.md @@ -0,0 +1,56 @@ +# Q3 explanation card — E2_MoFE_Shapley — 12 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.088 +- Predicted-class confidence: 0.814 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/12.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.1328 | 0.518 | -0.5134 | 0.367 | +| audio | -0.4324 | 0.198 | +0.3258 | 0.233 | +| vision | +0.6203 | 0.284 | -0.5603 | 0.400 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.0606 | +0.0851 | +| Text + Vision | -0.0521 | +0.0239 | +| Audio + Vision | +0.1899 | -0.0598 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 43–45 (relative progress 0.860–0.920), estimated clip interval 11.19–11.97s** — supports_predicted_class; evidence: credit scores is very +- **text bins 9–9 (relative progress 0.180–0.200), estimated clip interval 2.34–2.60s** — supports_predicted_class; evidence: had good +- **audio bins 2–5 (relative progress 0.040–0.120), estimated clip interval 0.52–1.56s** — opposes_predicted_class; evidence: unaligned audio feature rows 10–30; review the linked source clip at the estimated relative span +- **audio bins 10–10 (relative progress 0.200–0.220), estimated clip interval 2.60–2.86s** — opposes_predicted_class; evidence: unaligned audio feature rows 51–56; review the linked source clip at the estimated relative span +- **vision bins 10–14 (relative progress 0.200–0.300), estimated clip interval 2.60–3.90s** — supports_predicted_class; evidence: unaligned vision feature rows 38–57; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_12_vision_1.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/12.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.3935 / +1.1091 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.0087 / -0.1549. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.1331. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Or worse, an individual previously had good credit, but usually by no fault of their own, or perhaps by fault of their own, they have let their credit sag, and credit scores is very low. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/13.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/13.md new file mode 100644 index 0000000..caeea3b --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/13.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 13 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.421 +- Predicted-class confidence: 0.525 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/13.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +0.5548 | 0.515 | +0.6172 | 0.544 | +| audio | -0.1353 | 0.126 | -0.1868 | 0.165 | +| vision | +0.3869 | 0.359 | +0.3305 | 0.291 | + +Shapley completeness residuals: class -1.11e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.1396 | +0.1153 | +| Text + Vision | -0.1662 | -0.1338 | +| Audio + Vision | -0.2975 | -0.3222 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 19–21 (relative progress 0.380–0.440), estimated clip interval 3.30–3.82s** — supports_predicted_class; evidence: from that data +- **text bins 9–10 (relative progress 0.180–0.220), estimated clip interval 1.56–1.91s** — opposes_predicted_class; evidence: could take a +- **audio bins 7–9 (relative progress 0.140–0.200), estimated clip interval 1.22–1.74s** — opposes_predicted_class; evidence: unaligned audio feature rows 24–34; review the linked source clip at the estimated relative span +- **audio bins 26–27 (relative progress 0.520–0.560), estimated clip interval 4.51–4.86s** — opposes_predicted_class; evidence: unaligned audio feature rows 89–96; review the linked source clip at the estimated relative span +- **vision bins 19–21 (relative progress 0.380–0.440), estimated clip interval 3.30–3.82s** — supports_predicted_class; evidence: unaligned vision feature rows 6–7; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_13_vision_1.jpg) +- **vision bins 5–5 (relative progress 0.100–0.120), estimated clip interval 0.87–1.04s** — supports_predicted_class; evidence: unaligned vision feature rows 2–2; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_13_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/13.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: -0.1583 / -0.5077 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.4472 / +0.3904. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: -0.3368. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +For example, I could take a set of data and from that data, I can find a relationship between any two of the given factors or more. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/14.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/14.md new file mode 100644 index 0000000..49a6784 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/14.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 14 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.526 +- Predicted-class confidence: 0.582 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/14.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | -0.1328 | 0.115 | +0.2202 | 0.254 | +| audio | +0.2039 | 0.177 | +0.1511 | 0.174 | +| vision | +0.8151 | 0.708 | +0.4951 | 0.571 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.2578 | -0.0941 | +| Text + Vision | -0.2702 | -0.2846 | +| Audio + Vision | -0.3436 | -0.2660 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 29–30 (relative progress 0.580–0.620), estimated clip interval 6.00–6.42s** — opposes_predicted_class; evidence: uniform final +- **text bins 6–7 (relative progress 0.120–0.160), estimated clip interval 1.24–1.66s** — opposes_predicted_class; evidence: co - +- **audio bins 32–35 (relative progress 0.640–0.720), estimated clip interval 6.62–7.45s** — opposes_predicted_class; evidence: unaligned audio feature rows 130–146; review the linked source clip at the estimated relative span +- **audio bins 15–15 (relative progress 0.300–0.320), estimated clip interval 3.11–3.31s** — opposes_predicted_class; evidence: unaligned audio feature rows 61–65; review the linked source clip at the estimated relative span +- **vision bins 0–2 (relative progress 0.000–0.060), estimated clip interval 0.00–0.62s** — supports_predicted_class; evidence: unaligned vision feature rows 0–9; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_14_vision_1.jpg) +- **vision bins 47–48 (relative progress 0.940–0.980), estimated clip interval 9.73–10.14s** — supports_predicted_class; evidence: unaligned vision feature rows 143–149; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_14_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/14.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: -0.3806 / -0.4348 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.8105 / +0.3206. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: -0.3162. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +He is the co-founder of Rossen and Vettese Limited and the former Executive Director of Uniform Final Examination (UFE) courses at Toronto's York University. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/15.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/15.md new file mode 100644 index 0000000..d83df11 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/15.md @@ -0,0 +1,56 @@ +# Q3 explanation card — E2_MoFE_Shapley — 15 + +## Prediction + +- Polarity: **positive** +- Intensity: +1.053 +- Predicted-class confidence: 0.893 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/15.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.0820 | 0.496 | +0.7277 | 0.522 | +| audio | +0.5320 | 0.244 | +0.2927 | 0.210 | +| vision | +0.5664 | 0.260 | +0.3724 | 0.267 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.3240 | -0.1826 | +| Text + Vision | -0.2097 | -0.1495 | +| Audio + Vision | -0.3615 | -0.3010 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 40–42 (relative progress 0.800–0.860), estimated clip interval 5.87–6.31s** — supports_predicted_class; evidence: power to +- **text bins 11–11 (relative progress 0.220–0.240), estimated clip interval 1.61–1.76s** — opposes_predicted_class; evidence: poverty +- **audio bins 47–49 (relative progress 0.940–1.000), estimated clip interval 6.89–7.33s** — supports_predicted_class; evidence: unaligned audio feature rows 136–144; review the linked source clip at the estimated relative span +- **audio bins 13–14 (relative progress 0.260–0.300), estimated clip interval 1.91–2.20s** — supports_predicted_class; evidence: unaligned audio feature rows 37–43; review the linked source clip at the estimated relative span +- **vision bins 11–15 (relative progress 0.220–0.320), estimated clip interval 1.61–2.35s** — supports_predicted_class; evidence: unaligned vision feature rows 24–35; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_15_vision_1.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/15.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.1774 / +0.6323 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.7456 / +0.2484. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.6086. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +However, despite their poverty, the family prioritize education because they believed in its power to transform lives diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/16.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/16.md new file mode 100644 index 0000000..a7d44ad --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/16.md @@ -0,0 +1,57 @@ +# Q3 explanation card — E2_MoFE_Shapley — 16 + +## Prediction + +- Polarity: **negative** +- Intensity: -1.836 +- Predicted-class confidence: 0.914 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/16.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.7042 | 0.876 | -1.2273 | 0.821 | +| audio | +0.0968 | 0.050 | -0.0746 | 0.050 | +| vision | +0.1450 | 0.075 | -0.1934 | 0.129 | + +Shapley completeness residuals: class -4.44e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0912 | +0.0715 | +| Text + Vision | +0.0089 | +0.0956 | +| Audio + Vision | -0.0782 | +0.0493 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 43–44 (relative progress 0.860–0.900), estimated clip interval 2.68–2.80s** — supports_predicted_class; evidence: movie +- **text bins 15–16 (relative progress 0.300–0.340), estimated clip interval 0.93–1.06s** — supports_predicted_class; evidence: s a +- **audio bins 45–49 (relative progress 0.900–1.000), estimated clip interval 2.80–3.11s** — opposes_predicted_class; evidence: unaligned audio feature rows 54–59; review the linked source clip at the estimated relative span +- **vision bins 45–46 (relative progress 0.900–0.940), estimated clip interval 2.80–2.93s** — supports_predicted_class; evidence: unaligned vision feature rows 39–41; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_16_vision_1.jpg) +- **vision bins 31–32 (relative progress 0.620–0.660), estimated clip interval 1.93–2.06s** — supports_predicted_class; evidence: unaligned vision feature rows 27–29; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_16_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/16.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.4228 / +1.5463 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.3910 / +0.0861. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.2233. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +It's a terrible, this is a terrible movie diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/17.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/17.md new file mode 100644 index 0000000..bc4d586 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/17.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 17 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.928 +- Predicted-class confidence: 0.884 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/17.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.8485 | 0.721 | +1.3263 | 0.732 | +| audio | -0.2026 | 0.079 | -0.2719 | 0.150 | +| vision | +0.5129 | 0.200 | +0.2134 | 0.118 | + +Shapley completeness residuals: class 0.00e+00, intensity -2.22e-16. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0578 | +0.1400 | +| Text + Vision | -0.2487 | -0.1171 | +| Audio + Vision | -0.1361 | -0.1742 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 29–31 (relative progress 0.580–0.640), estimated clip interval 5.61–6.19s** — supports_predicted_class; evidence: make people +- **text bins 21–22 (relative progress 0.420–0.460), estimated clip interval 4.06–4.45s** — supports_predicted_class; evidence: simple, +- **audio bins 46–48 (relative progress 0.920–0.980), estimated clip interval 8.89–9.47s** — opposes_predicted_class; evidence: unaligned audio feature rows 175–187; review the linked source clip at the estimated relative span +- **audio bins 11–12 (relative progress 0.220–0.260), estimated clip interval 2.13–2.51s** — opposes_predicted_class; evidence: unaligned audio feature rows 42–49; review the linked source clip at the estimated relative span +- **vision bins 30–32 (relative progress 0.600–0.660), estimated clip interval 5.80–6.38s** — supports_predicted_class; evidence: unaligned vision feature rows 85–94; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_17_vision_1.jpg) +- **vision bins 4–5 (relative progress 0.080–0.120), estimated clip interval 0.77–1.16s** — supports_predicted_class; evidence: unaligned vision feature rows 11–17; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_17_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/17.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.5239 / +1.5241 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.0036 / -0.1295. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.1456. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +Applying these four design concepts to your presentations is simple, easy and will make people think you turned into a design guru. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/18.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/18.md new file mode 100644 index 0000000..1f6f01c --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/18.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 18 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.171 +- Predicted-class confidence: 0.490 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/18.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | -0.3800 | 0.380 | +0.5236 | 0.558 | +| audio | +0.1779 | 0.178 | +0.0299 | 0.032 | +| vision | +0.4407 | 0.441 | -0.3844 | 0.410 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0407 | +0.1208 | +| Text + Vision | +0.2032 | +0.0182 | +| Audio + Vision | +0.0530 | -0.1900 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 3–6 (relative progress 0.060–0.140), estimated clip interval 1.13–2.63s** — opposes_predicted_class; evidence: in denmark - the +- **text bins 15–15 (relative progress 0.300–0.320), estimated clip interval 5.64–6.02s** — opposes_predicted_class; evidence: – certified +- **audio bins 7–10 (relative progress 0.140–0.220), estimated clip interval 2.63–4.14s** — supports_predicted_class; evidence: unaligned audio feature rows 52–81; review the linked source clip at the estimated relative span +- **audio bins 23–23 (relative progress 0.460–0.480), estimated clip interval 8.65–9.03s** — opposes_predicted_class; evidence: unaligned audio feature rows 171–178; review the linked source clip at the estimated relative span +- **vision bins 43–46 (relative progress 0.860–0.940), estimated clip interval 16.17–17.68s** — supports_predicted_class; evidence: unaligned vision feature rows 240–263; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_18_vision_1.jpg) +- **vision bins 10–10 (relative progress 0.200–0.220), estimated clip interval 3.76–4.14s** — supports_predicted_class; evidence: unaligned vision feature rows 56–61; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_18_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/18.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: -0.4081 / +0.0710 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +1.4230 / +0.5937. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.0147. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +-And in Denmark - the first Baltic Cod fishery has been MSC – certified -Meanwhile, the Faeroese Mackerel Fishery has been denied MSC certification based on the fact that the fishery has failed to reach an agreement on mackerel quotas with Norway and the European Union. diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/19.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/19.md new file mode 100644 index 0000000..b8b44d6 --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/19.md @@ -0,0 +1,56 @@ +# Q3 explanation card — E2_MoFE_Shapley — 19 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.047 +- Predicted-class confidence: 0.474 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/19.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | -0.0595 | 0.080 | +0.1895 | 0.273 | +| audio | -0.0395 | 0.053 | -0.1530 | 0.221 | +| vision | +0.6449 | 0.867 | +0.3506 | 0.506 | + +Shapley completeness residuals: class -1.11e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | -0.0337 | +0.2002 | +| Text + Vision | +0.0045 | -0.0336 | +| Audio + Vision | -0.1129 | -0.1968 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 34–36 (relative progress 0.680–0.740), estimated clip interval 9.30–10.13s** — opposes_predicted_class; evidence: all over imperfections +- **text bins 12–13 (relative progress 0.240–0.280), estimated clip interval 3.28–3.83s** — opposes_predicted_class; evidence: own up to +- **audio bins 16–18 (relative progress 0.320–0.380), estimated clip interval 4.38–5.20s** — opposes_predicted_class; evidence: unaligned audio feature rows 87–103; review the linked source clip at the estimated relative span +- **audio bins 0–1 (relative progress 0.000–0.040), estimated clip interval 0.00–0.55s** — opposes_predicted_class; evidence: unaligned audio feature rows 0–10; review the linked source clip at the estimated relative span +- **vision bins 26–30 (relative progress 0.520–0.620), estimated clip interval 7.12–8.48s** — supports_predicted_class; evidence: unaligned vision feature rows 106–126; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_19_vision_1.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/19.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.0467 / +0.1815 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.2694 / +0.1343. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +0.1936. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +People are surprisingly forgiving brands when they own up to mistakes, and unfortunately some haters out there love to point fingers and jump all over imperfections, but for the most part, people understand diff --git a/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/20.md b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/20.md new file mode 100644 index 0000000..455333d --- /dev/null +++ b/final/output/q3/first_round/explanation_cards/E2_MoFE_Shapley/20.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 20 + +## Prediction + +- Polarity: **positive** +- Intensity: +0.760 +- Predicted-class confidence: 0.835 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/20.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.8305 | 0.936 | +1.4182 | 0.756 | +| audio | -0.0497 | 0.025 | -0.3878 | 0.207 | +| vision | +0.0764 | 0.039 | +0.0693 | 0.037 | + +Shapley completeness residuals: class 0.00e+00, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.1485 | +0.4687 | +| Text + Vision | -0.1556 | -0.1111 | +| Audio + Vision | -0.1757 | -0.2182 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 11–13 (relative progress 0.220–0.280), estimated clip interval 2.41–3.07s** — supports_predicted_class; evidence: of the description of +- **text bins 28–28 (relative progress 0.560–0.580), estimated clip interval 6.13–6.35s** — supports_predicted_class; evidence: updates and +- **audio bins 33–34 (relative progress 0.660–0.700), estimated clip interval 7.23–7.67s** — opposes_predicted_class; evidence: unaligned audio feature rows 142–151; review the linked source clip at the estimated relative span +- **audio bins 26–27 (relative progress 0.520–0.560), estimated clip interval 5.70–6.13s** — supports_predicted_class; evidence: unaligned audio feature rows 112–120; review the linked source clip at the estimated relative span +- **vision bins 13–15 (relative progress 0.260–0.320), estimated clip interval 2.85–3.50s** — opposes_predicted_class; evidence: unaligned vision feature rows 42–51; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_20_vision_1.jpg) +- **vision bins 34–35 (relative progress 0.680–0.720), estimated clip interval 7.45–7.89s** — opposes_predicted_class; evidence: unaligned vision feature rows 110–116; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_20_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/20.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.6271 / +1.7907 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: +0.1621 / -0.0744. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.4280. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +And of course, click in the link of the description of this video for more, and we'll have more live updates and a stock market video (wrap-up) at the end of the day today. diff --git a/final/output/q3/first_round/faithfulness_by_sample.csv b/final/output/q3/first_round/faithfulness_by_sample.csv new file mode 100644 index 0000000..22d0eb1 --- /dev/null +++ b/final/output/q3/first_round/faithfulness_by_sample.csv @@ -0,0 +1,61 @@ +observed_cells,ranking_cells,comprehensiveness_delete_0pct,deleted_cells_0pct,comprehensiveness_delete_10pct,deleted_cells_10pct,comprehensiveness_delete_20pct,deleted_cells_20pct,comprehensiveness_delete_30pct,deleted_cells_30pct,comprehensiveness_delete_50pct,deleted_cells_50pct,comprehensiveness_delete_70pct,deleted_cells_70pct,sufficiency_gap_retain_10pct,sufficiency_abs_gap_retain_10pct,retained_cells_10pct,sufficiency_gap_retain_20pct,sufficiency_abs_gap_retain_20pct,retained_cells_20pct,sufficiency_gap_retain_30pct,sufficiency_abs_gap_retain_30pct,retained_cells_30pct,deletion_auc_0_70_mean_logit_drop,variant,case_id,scale_stability_mean_spearman,scale_stability_w1_w3,scale_stability_w1_w5,scale_stability_w3_w5,spearman_w1_w3,spearman_w1_w5,spearman_w3_w5,mean_scale_spearman 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+150,150,-0.00019097328186035156,0,0.23171734809875488,15,0.4342372417449951,30,0.6047306060791016,45,0.813480019569397,75,1.0421456098556519,105,0.06410479545593262,0.06410479545593262,15,0.06955742835998535,0.06955742835998535,30,0.04587578773498535,0.04587578773498535,45,0.606008665902274,E0_EarlyConcat,15,0.8890859887154093,0.9120306787244624,0.8182425885594916,0.9369846988622743,,,, +150,150,0.0001304149627685547,0,0.17737209796905518,15,0.4048668146133423,30,0.6323286294937134,45,0.8632513284683228,75,1.002562403678894,105,0.7455987930297852,0.7455987930297852,15,0.36517953872680664,0.36517953872680664,30,0.24842536449432373,0.24842536449432373,45,0.608551732131413,E2_MoFE_Shapley,15,0.8556996607256618,0.8700706698075471,0.7640641806302502,0.9329641317391884,,,, 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+150,150,0.0001468658447265625,0,0.34030771255493164,15,0.7518832683563232,30,1.1631700992584229,45,1.086920142173767,75,0.9851762056350708,105,0.2586803436279297,0.2586803436279297,15,0.05995893478393555,0.05995893478393555,30,-0.06167864799499512,0.06167864799499512,45,0.8565765789576939,E0_EarlyConcat,17,0.9135511207905537,0.9255931374727766,0.8692919685319349,0.9457682563669496,,,, +150,150,0.00020599365234375,0,0.5239259004592896,15,1.0071382522583008,30,1.5241012573242188,45,1.3490145206451416,75,1.5038843154907227,105,-0.0036101341247558594,0.0036101341247558594,15,0.01719951629638672,0.01719951629638672,30,-0.12950658798217773,0.12950658798217773,45,1.1456046274730136,E2_MoFE_Shapley,17,0.9699933330370238,0.9715862927241211,0.9509560424907774,0.9874376638961732,,,, 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b/final/output/q3/first_round/q3_method_comparison.csv @@ -0,0 +1,4 @@ +variant,backbone,explanation_method,validation_accuracy,validation_macro_f1,validation_mae,validation_rmse,validation_pearson,attachment4_cases,comprehensiveness_delete_10pct_mean,comprehensiveness_delete_30pct_mean,sufficiency_abs_gap_retain_10pct_mean,sufficiency_abs_gap_retain_30pct_mean,deletion_auc_0_70_mean_logit_drop,scale_stability_mean_spearman,router_shapley_mean_spearman,router_shapley_top1_agreement_rate +E0_EarlyConcat,EarlyConcat + BiGRU,exact Shapley + multiscale occlusion,0.6236263736263736,0.5779072819396367,0.6614117622375488,0.8730906021125315,0.6092112225440192,20,0.4599139286205173,1.1217660129070282,0.5246159449219704,0.25422920733690263,0.9156549779565207,0.9047463374768046,, +E1_MoFE_Router,MoFE-7 + MLP Router,"router weights, tested by counterfactual 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"/home/gloamxun/modeling_zhaocui/E题数据/附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本", + "video_dir": "/home/gloamxun/modeling_zhaocui/E题数据/附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos" + }, + "attachment4_version": "unaligned_50", + "attachment4_cases": 20, + "coordinate_mode": "relative normalized progress", + "physical_time_alignment": false, + "time_mapping_limit": "estimated clip seconds equal normalized progress times video duration; original unaligned rows have no physical timestamps", + "models": { + "E0_EarlyConcat": { + "checkpoint": "/home/gloamxun/modeling_zhaocui/final/experiments/q2/unaligned_deep_two_b128/models/B0_early_concat/seed_20260924/model_best.pt", + "sha256": "19b3d21690447a0b38e26dc840f15e213a1d07a37b1ff1fe480e64976da4186b" + }, + "E1_E2_MoFE": { + "checkpoint": "/home/gloamxun/modeling_zhaocui/final/experiments/q2/unaligned_deep_two_b128/models/B5_mofe_mlp/seed_20260924/model_best.pt", + "sha256": "552b60e34102b346faa157012a32342e3806194f567570d260a0f99e0c98c3e8" + } + }, + "scaler": { + "path": "/home/gloamxun/modeling_zhaocui/final/experiments/q2/unaligned_deep_two_b128/unaligned_50_robust_stats.npz", + "sha256": "e97c0ce405c9624074a66c901e2cd364a347a3dd262fd813df2e08e7d49bb369", + "fit": "Q2 official training rows only" + }, + "shapley": { + "coalitions": [ + [], + [ + 0 + ], + [ + 1 + ], + [ + 2 + ], + [ + 0, + 1 + ], + [ + 0, + 2 + ], + [ + 1, + 2 + ], + [ + 0, + 1, + 2 + ] + ], + "class_value": "full-input predicted-class logit, fixed class across coalitions", + "regression_value": "predicted intensity", + "exact_enumeration": true, + "max_completeness_residual": 4.440892098500626e-16 + }, + "interaction": "pairwise Shapley interaction index; positive values indicate synergistic logit/intensity interaction under this convention", + "local_evidence": { + "method": "leave out a 1, 3, or 5-bin contiguous window from one modality", + "windows": [ + 1, + 3, + 5 + ], + "scale_weights": [ + 0.3333333333333333, + 0.3333333333333333, + 0.3333333333333333 + ] + }, + "router_note": "MoFE router exposure is an internal routing summary, not prediction contribution; compare its rank with exact Shapley and deletion faithfulness.", + "faithfulness": { + "score": "fixed predicted-class logit", + "comprehensiveness": "full score minus score after deleting top-ranked cells", + "sufficiency": "full score minus score with only top-ranked cells retained", + "deletion_auc_fraction_range": [ + 0.0, + 0.7 + ], + "mask_training_rates": [ + 0.0, + 0.1, + 0.3, + 0.5, + 0.7 + ], + "limit": "isolated sparse masks may still differ from the contiguous masks used in training; 90% deletion/10% retention is not claimed as in-distribution" + }, + "validation_metrics": { + "early_concat": { + "n": 728, + "accuracy": 0.6236263736263736, + "macro_f1": 0.5779072819396367, + "mae": 0.6614117622375488, + "rmse": 0.8730906021125315, + "pearson": 0.6092112225440192 + }, + "mofe": { + "n": 728, + "accuracy": 0.614010989010989, + "macro_f1": 0.5661110562085216, + "mae": 0.6426214575767517, + "rmse": 0.8499163895044349, + "pearson": 0.6013617546095743 + } + }, + "validation_error_examples": 318, + "q2_validation_reference": { + "EarlyConcat": { + "accuracy": 0.6236263736263736, + "macro_f1": 0.5779072819396367, + "mae": 0.6614056825637817, + "rmse": 0.8730861646443621, + "pearson": 0.6092134453424162 + }, + "MoFE-7": { + "accuracy": 0.614010989010989, + "macro_f1": 0.5661110562085216, + "mae": 0.6426358222961426, + "rmse": 0.8499269790699532, + "pearson": 0.6013646920407029 + } + }, + "tokenizer_available": true, + "outputs": [ + "attachment4_predictions.csv", + "attachment4_modal_shapley.csv", + "attachment4_pairwise_interactions.csv", + "attachment4_local_evidence.csv", + "attachment4_router_profiles.csv", + "attachment4_router_local_evidence.csv", + "attachment4_evidence_segments.csv", + "faithfulness_by_sample.csv", + "q3_method_comparison.csv", + "explanation_cards/", + "evidence_profiles/", + "evidence_frames/", + "typical_explanation_card.md", + "validation_metrics.json", + "validation_predictions.csv", + "validation_errors.csv", + "validation_error_attribution.csv" + ], + "typical_explanation_case": "04" +} diff --git a/final/output/q3/first_round/typical_explanation_card.md b/final/output/q3/first_round/typical_explanation_card.md new file mode 100644 index 0000000..c10cb0f --- /dev/null +++ b/final/output/q3/first_round/typical_explanation_card.md @@ -0,0 +1,58 @@ +# Q3 explanation card — E2_MoFE_Shapley — 04 + +## Prediction + +- Polarity: **negative** +- Intensity: -0.942 +- Predicted-class confidence: 0.784 +- Source clip: 附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos/04.mp4 + +## Exact modality Shapley + +Positive values support the predicted class logit; negative values oppose it. Shares use absolute values and are model decision contributions, not real-world emotion importance. + +| Modality | Class logit contribution | Absolute share | Intensity contribution | Absolute share | +|---|---:|---:|---:|---:| +| text | +1.6040 | 0.789 | -1.1000 | 0.688 | +| audio | -0.3985 | 0.196 | +0.4059 | 0.254 | +| vision | -0.0300 | 0.015 | +0.0925 | 0.058 | + +Shapley completeness residuals: class -2.22e-16, intensity 0.00e+00. +## Pairwise Shapley interaction + +| Pair | Class logit | Intensity | +|---|---:|---:| +| Text + Audio | +0.1932 | -0.1284 | +| Text + Vision | +0.2459 | -0.1719 | +| Audio + Vision | +0.2132 | -0.2422 | + +## Local evidence segments + +Local counterfactual scores are the predicted-class logit difference after hiding a 1/3/5-bin window, averaged equally across the three scales. E1 ranks its router utility and is evaluated separately. + +- **text bins 43–45 (relative progress 0.860–0.920), estimated clip interval 6.01–6.43s** — supports_predicted_class; evidence: absolutely not +- **text bins 6–7 (relative progress 0.120–0.160), estimated clip interval 0.84–1.12s** — supports_predicted_class; evidence: blow it +- **audio bins 39–42 (relative progress 0.780–0.860), estimated clip interval 5.46–6.01s** — opposes_predicted_class; evidence: unaligned audio feature rows 106–117; review the linked source clip at the estimated relative span +- **audio bins 12–12 (relative progress 0.240–0.260), estimated clip interval 1.68–1.82s** — supports_predicted_class; evidence: unaligned audio feature rows 32–35; review the linked source clip at the estimated relative span +- **vision bins 39–41 (relative progress 0.780–0.840), estimated clip interval 5.46–5.87s** — supports_predicted_class; evidence: unaligned vision feature rows 80–86; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_04_vision_1.jpg) +- **vision bins 31–32 (relative progress 0.620–0.660), estimated clip interval 4.34–4.62s** — supports_predicted_class; evidence: unaligned vision feature rows 63–67; candidate frame time is estimated from relative progress + - Candidate frame: ![estimated visual evidence](../../evidence_frames/E2_MoFE_Shapley_04_vision_2.jpg) + +![Local evidence profile](../../evidence_profiles/E2_MoFE_Shapley/04.png) + +## Faithfulness checks + +- Comprehensiveness after deleting the top 10% / 30% cells: +0.7235 / +2.1628 predicted-class logit. +- Sufficiency gap when retaining the top 10% / 30%: -0.3664 / -0.2742. Smaller absolute gaps are better. +- Mean deletion logit drop over 0–70% deletion: +1.6747. + +## Provenance limit + +Attachment 4 supplies unaligned feature sequences without word/audio/frame timestamps. Feature rows are traced to source rows and normalized progress. Clip-time estimates multiply that progress by the video duration; they are approximate review locations, not physical alignment timestamps. + +Occlusion and Shapley values describe this trained model's response to masked inputs. They do not establish causal effects or prove the emotion expressed by a person. + +## Transcript + +If I blow it at the team exercise, should I kiss my chances of cheering "GO BLUE" goodbye?] Absolutely not. diff --git a/final/output/q3/first_round/validation_error_attribution.csv b/final/output/q3/first_round/validation_error_attribution.csv new file mode 100644 index 0000000..6cf95f2 --- /dev/null +++ b/final/output/q3/first_round/validation_error_attribution.csv @@ -0,0 +1,101 @@ 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