Complete standalone final deliverable and unaligned Q2 results

math/Q2/results_unaligned/group_bootstrap_ci.csv

@@ -0,0 +1,8 @@
+metric,estimate,ci_2_5,ci_97_5,replicates,unit
+accuracy,0.6706989247311828,0.6327518696204317,0.7124334301621883,300,source video group
+macro_f1,0.5656199911065596,0.5289481143025225,0.6050197933047489,300,source video group
+mae,0.7063558995723724,0.6557580590248108,0.7571986928582192,300,source video group
+rmse,0.9665054949271439,0.8898716131061315,1.053541624729561,300,source video group
+pearson,0.6342588663101196,0.5616166487336158,0.7045083582401275,300,source video group
+interval_90_coverage,0.8998624115536549,0.8764493610302838,0.9237205026049647,300,source video group
+interval_90_mean_width,2.5404592752456665,2.466722363233566,2.6283570647239687,300,source video group

math/Q2/results_unaligned/reliability_hparam_tuning.csv

@@ -0,0 +1,6 @@
+model,rho_imp,lambda_u,lambda_gap,lambda_span,inner_selection_nll,scenario_selection_nll,selected,selection_split
+C5,0.5,0.0,0.0,0.0,2.7833818197250366,"{""0.0/natural"": 2.7777328491210938, ""0.3/single"": 2.7690372467041016, ""0.3/sync"": 2.788604974746704, ""0.5/async"": 2.798152208328247}",True,reliability_validation
+C5,0.5,0.05,0.05,0.05,2.7834232449531555,"{""0.0/natural"": 2.777679681777954, ""0.3/single"": 2.7690346240997314, ""0.3/sync"": 2.788922071456909, ""0.5/async"": 2.7980566024780273}",False,reliability_validation
+C5,0.5,0.1,0.0,0.0,2.7834290266036987,"{""0.0/natural"": 2.7776803970336914, ""0.3/single"": 2.7690365314483643, ""0.3/sync"": 2.788992166519165, ""0.5/async"": 2.798007011413574}",False,reliability_validation
+C5,0.3,0.05,0.05,0.05,2.784935712814331,"{""0.0/natural"": 2.7773241996765137, ""0.3/single"": 2.76987886428833, ""0.3/sync"": 2.793078899383545, ""0.5/async"": 2.7994608879089355}",False,reliability_validation
+C5,0.7,0.05,0.05,0.05,2.7837207913398743,"{""0.0/natural"": 2.7780520915985107, ""0.3/single"": 2.7693912982940674, ""0.3/sync"": 2.7871553897857666, ""0.5/async"": 2.8002843856811523}",False,reliability_validation

math/Q2/results_unaligned/run_manifest.json

@@ -0,0 +1,151 @@
+{
+  "scope": "exploratory unaligned_50 relative-index projection and prespecified C5 training",
+  "physical_time_alignment": false,
+  "input": "E题数据/附件2-数据集特征文件/unaligned_50.pkl",
+  "input_sha256": "77eda14a06be9749a96c52ae45470c7cffcfa7219011eae391d231a0664c3762",
+  "text_encoder": "official precomputed text field; revision not supplied",
+  "q1_adapter_audit": {
+    "train": {
+      "method": "index_cell_overlap_on_independent_normalized_progress_axes",
+      "physical_time_alignment": false,
+      "samples": 3395,
+      "vision_length_conflict_samples": 618,
+      "vision_tail_ambiguous_samples": 618,
+      "nonzero_text_rows_outside_attention": 86078,
+      "observed_target_rows": {
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+        "audio": 169750,
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+      "mean_target_coverage": {
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+        "audio": 1.0,
+        "vision": 0.9540337701314328
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+      "quality_fields_available": false,
+      "word_or_frame_timestamps_available": false
+    },
+    "valid": {
+      "method": "index_cell_overlap_on_independent_normalized_progress_axes",
+      "physical_time_alignment": false,
+      "samples": 728,
+      "vision_length_conflict_samples": 141,
+      "vision_tail_ambiguous_samples": 141,
+      "nonzero_text_rows_outside_attention": 17772,
+      "observed_target_rows": {
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+        "audio": 36400,
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+      "mean_target_coverage": {
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+        "audio": 1.0,
+        "vision": 0.96090314748523
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+      "quality_fields_available": false,
+      "word_or_frame_timestamps_available": false
+    },
+    "test": {
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+      "physical_time_alignment": false,
+      "samples": 727,
+      "vision_length_conflict_samples": 131,
+      "vision_tail_ambiguous_samples": 131,
+      "nonzero_text_rows_outside_attention": 18041,
+      "observed_target_rows": {
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+      "mean_target_coverage": {
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+      "quality_fields_available": false,
+      "word_or_frame_timestamps_available": false
+    }
+  },
+  "official_group_overlap": {
+    "train_valid": 0,
+    "train_test": 0,
+    "valid_test": 0
+  },
+  "internal_splits": {
+    "fit": 3030,
+    "reliability_validation": 190,
+    "temperature_calibration": 175
+  },
+  "model": "C5 fixed before this run; no unaligned architecture selection",
+  "quality": "no quality scores in official file; q*=1 for visible rows and J_Q=0",
+  "seed": 20260924,
+  "epochs_limit": 12,
+  "imputer_epochs": 8,
+  "batch_size": 64,
+  "patience": 3,
+  "selected_reliability": [
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+    0.0,
+    0.0,
+    0.0
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+  "temperature": 1.0309581618007613,
+  "bootstrap_repeats": 300,
+  "attachment3": "not inferred: unaligned files lack numerical text and trusted lengths",
+  "validation_metrics": {
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+  "test_metrics": {
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+    "interval_90_mean_width": 2.5410006046295166,
+    "predictive_variance_mean_uncalibrated": 0.6693301200866699,
+    "within_trajectory_variance_mean": 0.6693244576454163,
+    "between_trajectory_variance_mean": 5.653140760841779e-06,
+    "predictive_mean_mean_calibrated": 0.1944320648908615,
+    "predictive_variance_mean_calibrated": 0.6787037253379822
+  },
+  "completed_utc": "2026-09-25T04:43:52Z",
+  "device": "cuda",
+  "device_name": "NVIDIA GeForce RTX 5070 Ti",
+  "torch_version": "2.14.0+cu130",
+  "trained_c5_epochs": 11,
+  "selected_c5_epoch": 8
+}

math/Q2/results_unaligned/test_metrics.json

@@ -0,0 +1,27 @@
+{
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+  "accuracy": 0.672627235213205,
+  "macro_f1": 0.5667644872783372,
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+  "within_trajectory_variance_mean": 0.6693244576454163,
+  "between_trajectory_variance_mean": 5.653140760841779e-06,
+  "predictive_mean_mean_calibrated": 0.1944320648908615,
+  "predictive_variance_mean_calibrated": 0.6787037253379822,
+  "model": "C5",
+  "temperature": 1.0309581618007613
+}

math/Q2/results_unaligned/test_predictions.csv

@@ -0,0 +1,728 @@
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+C5,8,,2.8229886343081794,2.7833492159843445,0.6736842105263158,0.620383753400688,0.6372818350791931,group_disjoint_internal_scenarios
+C5,9,,2.740952745079994,2.796652317047119,0.6684210526315789,0.5999928896919354,0.6801832318305969,group_disjoint_internal_scenarios
+C5,10,,2.7151345163583755,2.8127719163894653,0.6789473684210526,0.6290852299675147,0.6640865802764893,group_disjoint_internal_scenarios
+C5,11,,2.6631849904855094,2.8094269037246704,0.6842105263157895,0.6511616339745155,0.62388676404953,group_disjoint_internal_scenarios

math/Q2/results_unaligned/validation_metrics.json

@@ -0,0 +1,27 @@
+{
+  "n": 728,
+  "accuracy": 0.6098901098901099,
+  "macro_f1": 0.5253076643650264,
+  "negative_support": 206,
+  "neutral_support": 184,
+  "positive_support": 338,
+  "negative_recall": 0.6796116504854369,
+  "middle_recall": 0.14130434782608695,
+  "positive_recall": 0.8224852071005917,
+  "regression_mae": 0.6701027750968933,
+  "regression_rmse": 0.9000873178933578,
+  "pearson": 0.6158545613288879,
+  "brier": 0.48911186855362665,
+  "classification_nll": 0.8322470784187317,
+  "ece_15": 0.05621008894273212,
+  "selection_nll": 2.7708771228790283,
+  "interval_90_coverage": 0.9010989010989011,
+  "interval_90_mean_width": 2.390233039855957,
+  "predictive_variance_mean_uncalibrated": 0.5822091698646545,
+  "within_trajectory_variance_mean": 0.5822086334228516,
+  "between_trajectory_variance_mean": 5.325794063537614e-07,
+  "predictive_mean_mean_calibrated": 0.20464463531970978,
+  "predictive_variance_mean_calibrated": 0.5899268984794617,
+  "model": "C5",
+  "temperature": 1.0309581618007613
+}