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+{"sample_id": "-yRb-Jum7EQ/6", "video_id": "-yRb-Jum7EQ", "clip_id": "6", "text": "Therefore, the world needs to stand with Israel against this incitement, which is the number one cause of terrorism.", "label": 0.0, "annotation": "Neutral", "video_path": "/home/gloamxun/modeling_zhaocui/E题数据/附件1-数据集原始多模态样本/MOSEI数据集部分原始视频-100条/-yRb-Jum7EQ/6.mp4", "duration_s": 11.241995, "ctc_inference_succeeded": true, "word_count": 19, "word_alignment_valid_count": 19, "audio_raw_length": 1120, "audio_valid_length": 1120, "audio_feature_dim": 25, "vision_raw_length": 56, "vision_valid_length": 56, "vision_feature_dim": 192, "face_blendshape_valid_length": 56, "face_blendshape_feature_dim": 52, "vision_decoded_source_frames": 336, "text_feature_dim": 768, "alignment_granularity": "transcript word; Audio/Vision pooled over forced CTC word interval", "errors": {}, "warnings": [], "processing_seconds": 1.437, "feature_file": "outputs/q1_features/features/-yRb-Jum7EQ__6.npz", "feature_file_bytes": 112532, "feature_file_sha256": "5e45984ca8eb914de964d3febc9f4d2499600ba8679af2038fa92f3cf1df7a29"}
diff --git a/deep_learning/Q1/outputs/q1_features/reports/feature_summary_100x3.csv b/deep_learning/Q1/outputs/q1_features/reports/feature_summary_100x3.csv
new file mode 100644
index 0000000..7caa27e
--- /dev/null
+++ b/deep_learning/Q1/outputs/q1_features/reports/feature_summary_100x3.csv
@@ -0,0 +1,301 @@
+sample_id,video_id,clip_id,modality,effective_duration_s,feature_dimension,sequence_length,valid_length,padding_rule,alignment_granularity,source_time_mapping,feature_file,status,errors,warnings
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+-egA8-b7-3M/26,-egA8-b7-3M,26,vision,6.03099,192,30,30,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__26.npz,ok,{},[]
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+-egA8-b7-3M/18,-egA8-b7-3M,18,vision,8.386003,192,42,42,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__18.npz,ok,{},[]
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+-egA8-b7-3M/16,-egA8-b7-3M,16,audio,5.538021,25,544,544,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__16.npz,ok,{},[]
+-egA8-b7-3M/16,-egA8-b7-3M,16,vision,5.538021,192,28,28,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__16.npz,ok,{},[]
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+-egA8-b7-3M/13,-egA8-b7-3M,13,audio,4.183984,25,398,398,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__13.npz,ok,{},[]
+-egA8-b7-3M/13,-egA8-b7-3M,13,vision,4.183984,192,21,21,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__13.npz,ok,{},[]
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+-egA8-b7-3M/1,-egA8-b7-3M,1,audio,10.266016,25,1011,1011,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__1.npz,ok_with_warning,{},"[""ctc_words_fallback:1""]"
+-egA8-b7-3M/1,-egA8-b7-3M,1,vision,10.266016,192,51,51,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__1.npz,ok_with_warning,{},"[""ctc_words_fallback:1""]"
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+-egA8-b7-3M/6,-egA8-b7-3M,6,vision,6.264974,192,32,32,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__6.npz,ok,{},[]
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+-egA8-b7-3M/9,-egA8-b7-3M,9,audio,5.089974,25,489,489,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__9.npz,ok,{},[]
+-egA8-b7-3M/9,-egA8-b7-3M,9,vision,5.089974,192,25,25,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__9.npz,ok,{},[]
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+-egA8-b7-3M/20,-egA8-b7-3M,20,audio,6.644987,25,643,643,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-egA8-b7-3M__20.npz,ok,{},[]
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+-iRBcNs9oI8/9,-iRBcNs9oI8,9,audio,3.416,25,333,333,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-iRBcNs9oI8__9.npz,ok_with_warning,{},"[""no_face_blendshapes_detected""]"
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+-9y-fZ3swSY/4,-9y-fZ3swSY,4,text,2.821029,768,9,9,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-9y-fZ3swSY__4.npz,ok,{},[]
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+-9y-fZ3swSY/4,-9y-fZ3swSY,4,vision,2.821029,192,14,14,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-9y-fZ3swSY__4.npz,ok,{},[]
+-9y-fZ3swSY/8,-9y-fZ3swSY,8,text,4.988997,768,12,12,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-9y-fZ3swSY__8.npz,ok,{},[]
+-9y-fZ3swSY/8,-9y-fZ3swSY,8,audio,4.988997,25,487,487,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-9y-fZ3swSY__8.npz,ok,{},[]
+-9y-fZ3swSY/8,-9y-fZ3swSY,8,vision,4.988997,192,25,25,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-9y-fZ3swSY__8.npz,ok,{},[]
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+-AUZQgSxyPQ/2,-AUZQgSxyPQ,2,audio,22.511003,25,2236,2236,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-AUZQgSxyPQ__2.npz,ok,{},[]
+-AUZQgSxyPQ/2,-AUZQgSxyPQ,2,vision,22.511003,192,113,113,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-AUZQgSxyPQ__2.npz,ok,{},[]
+-HeZS2-Prhc/2,-HeZS2-Prhc,2,text,8.261979,768,16,16,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-HeZS2-Prhc__2.npz,ok,{},[]
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+-HeZS2-Prhc/2,-HeZS2-Prhc,2,vision,8.261979,192,41,41,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-HeZS2-Prhc__2.npz,ok,{},[]
+-MeTTeMJBNc/0,-MeTTeMJBNc,0,text,9.3,768,21,21,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-MeTTeMJBNc__0.npz,ok,{},[]
+-MeTTeMJBNc/0,-MeTTeMJBNc,0,audio,9.3,25,917,917,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-MeTTeMJBNc__0.npz,ok,{},[]
+-MeTTeMJBNc/0,-MeTTeMJBNc,0,vision,9.3,192,47,47,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-MeTTeMJBNc__0.npz,ok,{},[]
+-MeTTeMJBNc/13,-MeTTeMJBNc,13,text,5.430013,768,14,14,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-MeTTeMJBNc__13.npz,ok,{},[]
+-MeTTeMJBNc/13,-MeTTeMJBNc,13,audio,5.430013,25,521,521,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-MeTTeMJBNc__13.npz,ok,{},[]
+-MeTTeMJBNc/13,-MeTTeMJBNc,13,vision,5.430013,192,27,27,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-MeTTeMJBNc__13.npz,ok,{},[]
+-MeTTeMJBNc/7,-MeTTeMJBNc,7,text,10.516992,768,31,31,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-MeTTeMJBNc__7.npz,ok,{},[]
+-MeTTeMJBNc/7,-MeTTeMJBNc,7,audio,10.516992,25,1037,1037,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-MeTTeMJBNc__7.npz,ok,{},[]
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+-RfYyzHpjk4/11,-RfYyzHpjk4,11,audio,5.238997,25,503,503,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-RfYyzHpjk4__11.npz,ok,{},[]
+-RfYyzHpjk4/11,-RfYyzHpjk4,11,vision,5.238997,192,26,26,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-RfYyzHpjk4__11.npz,ok,{},[]
+-RfYyzHpjk4/8,-RfYyzHpjk4,8,text,4.588997,768,17,17,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-RfYyzHpjk4__8.npz,ok,{},[]
+-RfYyzHpjk4/8,-RfYyzHpjk4,8,audio,4.588997,25,449,449,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-RfYyzHpjk4__8.npz,ok,{},[]
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+-ri04Z7vwnc/2,-ri04Z7vwnc,2,vision,6.027,192,29,29,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-ri04Z7vwnc__2.npz,ok,{},[]
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+-s9qJ7ATP7w/0,-s9qJ7ATP7w,0,vision,6.8,192,34,34,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__0.npz,ok,{},[]
+-s9qJ7ATP7w/5,-s9qJ7ATP7w,5,text,8.561003,768,19,19,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__5.npz,ok,{},[]
+-s9qJ7ATP7w/5,-s9qJ7ATP7w,5,audio,8.561003,25,835,835,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__5.npz,ok,{},[]
+-s9qJ7ATP7w/5,-s9qJ7ATP7w,5,vision,8.561003,192,43,43,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__5.npz,ok,{},[]
+-s9qJ7ATP7w/4,-s9qJ7ATP7w,4,text,4.427018,768,9,9,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__4.npz,ok,{},[]
+-s9qJ7ATP7w/4,-s9qJ7ATP7w,4,audio,4.427018,25,420,420,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__4.npz,ok,{},[]
+-s9qJ7ATP7w/4,-s9qJ7ATP7w,4,vision,4.427018,192,22,22,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__4.npz,ok,{},[]
+-s9qJ7ATP7w/7,-s9qJ7ATP7w,7,text,6.966016,768,28,28,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__7.npz,ok,{},[]
+-s9qJ7ATP7w/7,-s9qJ7ATP7w,7,audio,6.966016,25,679,679,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__7.npz,ok,{},[]
+-s9qJ7ATP7w/7,-s9qJ7ATP7w,7,vision,6.966016,192,35,35,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__7.npz,ok,{},[]
+-s9qJ7ATP7w/6,-s9qJ7ATP7w,6,text,2.475,768,5,5,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__6.npz,ok,{},[]
+-s9qJ7ATP7w/6,-s9qJ7ATP7w,6,audio,2.475,25,227,227,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__6.npz,ok,{},[]
+-s9qJ7ATP7w/6,-s9qJ7ATP7w,6,vision,2.475,192,12,12,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__6.npz,ok,{},[]
+-s9qJ7ATP7w/8,-s9qJ7ATP7w,8,text,3.294987,768,13,12,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__8.npz,ok_with_warning,{},"[""ctc_words_fallback:1""]"
+-s9qJ7ATP7w/8,-s9qJ7ATP7w,8,audio,3.294987,25,314,314,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__8.npz,ok_with_warning,{},"[""ctc_words_fallback:1""]"
+-s9qJ7ATP7w/8,-s9qJ7ATP7w,8,vision,3.294987,192,17,17,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-s9qJ7ATP7w__8.npz,ok_with_warning,{},"[""ctc_words_fallback:1""]"
+-yRb-Jum7EQ/1,-yRb-Jum7EQ,1,text,29.288021,768,49,49,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-yRb-Jum7EQ__1.npz,ok,{},[]
+-yRb-Jum7EQ/1,-yRb-Jum7EQ,1,audio,29.288021,25,2906,2906,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-yRb-Jum7EQ__1.npz,ok,{},[]
+-yRb-Jum7EQ/1,-yRb-Jum7EQ,1,vision,29.288021,192,146,146,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-yRb-Jum7EQ__1.npz,ok,{},[]
+-yRb-Jum7EQ/5,-yRb-Jum7EQ,5,text,13.16901,768,25,25,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-yRb-Jum7EQ__5.npz,ok,{},[]
+-yRb-Jum7EQ/5,-yRb-Jum7EQ,5,audio,13.16901,25,1300,1300,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-yRb-Jum7EQ__5.npz,ok,{},[]
+-yRb-Jum7EQ/5,-yRb-Jum7EQ,5,vision,13.16901,192,66,66,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-yRb-Jum7EQ__5.npz,ok,{},[]
+-yRb-Jum7EQ/6,-yRb-Jum7EQ,6,text,11.241995,768,19,19,no on-disk padding; per-sample variable length,transcript word,seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-yRb-Jum7EQ__6.npz,ok,{},[]
+-yRb-Jum7EQ/6,-yRb-Jum7EQ,6,audio,11.241995,25,1120,1120,no on-disk padding; per-sample variable length,eGeMAPSv02 LLD frame (~10 ms),seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-yRb-Jum7EQ__6.npz,ok,{},[]
+-yRb-Jum7EQ/6,-yRb-Jum7EQ,6,vision,11.241995,192,56,56,no on-disk padding; per-sample variable length,"sampled frame (5 fps), ViT CLS; optional 52-d face blendshape",seconds from clip start; text tokens map to word_intervals_s,outputs/q1_features/features/-yRb-Jum7EQ__6.npz,ok,{},[]
diff --git a/deep_learning/Q1/outputs/q1_features/reports/run_manifest.json b/deep_learning/Q1/outputs/q1_features/reports/run_manifest.json
new file mode 100644
index 0000000..077e723
--- /dev/null
+++ b/deep_learning/Q1/outputs/q1_features/reports/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "created_at_utc": "2026-09-23T08:18:05.297603+00:00",
+  "command": [
+    "/home/gloamxun/modeling_zhaocui/Q1/q1/extract_features.py",
+    "--output-dir",
+    "outputs/q1_features",
+    "--resume"
+  ],
+  "python": "3.14.7 (main, Aug 10 2026, 00:00:00) [GCC 16.1.1 20260515 (Red Hat 16.1.1-2)]",
+  "platform": "Linux-6.6.87.2-microsoft-standard-WSL2-x86_64-with-glibc2.43",
+  "uv_version": "uv 0.11.28 (x86_64-unknown-linux-gnu)",
+  "device": "cuda",
+  "cuda_available": true,
+  "torch_cuda_build": "13.0",
+  "cudnn_version": 92400,
+  "gpu_name": "NVIDIA GeForce RTX 5070 Ti",
+  "external_tools": {
+    "ffmpeg": "ffmpeg version 8.1.2 Copyright (c) 2000-2026 the FFmpeg developers",
+    "ffprobe": "ffprobe version 8.1.2 Copyright (c) 2007-2026 the FFmpeg developers"
+  },
+  "package_versions": {
+    "torch": "2.14.0+cu130",
+    "torchvision": "0.29.0",
+    "transformers": "5.17.0",
+    "tokenizers": "0.23.2",
+    "mediapipe": "1.0.1",
+    "opencv-python-headless": "5.0.0.93",
+    "opensmile": "2.6.0",
+    "numpy": "2.5.2",
+    "soundfile": "0.14.0",
+    "openpyxl": "3.1.5",
+    "matplotlib": "3.11.2",
+    "Pillow": "12.3.0"
+  },
+  "models": {
+    "text": {
+      "id": "google-bert/bert-base-uncased",
+      "revision": "86b5e0934494bd15c9632b12f734a8a67f723594",
+      "representation": "mean of final-layer BERT subtokens per supplied whitespace token"
+    },
+    "forced_alignment": {
+      "id": "facebook/wav2vec2-base-960h",
+      "revision": "22aad52d435eb6dbaf354bdad9b0da84ce7d6156",
+      "algorithm": "CTC Viterbi over supplied transcript; clip-relative seconds"
+    },
+    "audio": {
+      "set": "eGeMAPSv02",
+      "level": "LowLevelDescriptors",
+      "sample_rate_hz": 16000
+    },
+    "vision": {
+      "model": "facebook/deit-tiny-patch16-224",
+      "revision": "b3428f18dcc7b543470d07f14b4a4157815d1880",
+      "representation": "DeiT final-layer CLS embedding for every sampled frame",
+      "sample_rate_fps": 5.0,
+      "supplemental_face_feature": "MediaPipe Face Landmarker 52 blendshape scores with face_blendshape_valid mask"
+    }
+  },
+  "alignment": {
+    "granularity": "word-level",
+    "primary_rule": "forced CTC transcript word intervals; mean Audio LLD and DeiT frame embeddings inside interval",
+    "empty_window_rule": "nearest valid source frame; fallback flags are retained in NPZ",
+    "missing_face_rule": "DeiT frame embeddings remain valid; face blendshapes are zero with face_blendshape_valid=false",
+    "storage": "compressed NPZ; values float16, times float32, masks bool; no padding in per-sample files"
+  },
+  "face_landmarker_asset": {
+    "path": "/home/gloamxun/modeling_zhaocui/Q1/models/face_landmarker.task",
+    "sha256": "64184e229b263107bc2b804c6625db1341ff2bb731874b0bcc2fe6544e0bc9ff",
+    "size_bytes": 3758596
+  },
+  "inputs": {
+    "video_root": "/home/gloamxun/modeling_zhaocui/E题数据/附件1-数据集原始多模态样本/MOSEI数据集部分原始视频-100条",
+    "label_file": "/home/gloamxun/modeling_zhaocui/E题数据/附件1-数据集原始多模态样本/MOSEI数据集部分原始视频-100条/label-100.xlsx",
+    "label_sha256": "827334f782b1f242c84ad944a657bc7f7c63643f71ae9c977811a3eecdd3ab33"
+  },
+  "outputs": {
+    "feature_dir": "outputs/q1_features/features",
+    "summary": "outputs/q1_features/reports/feature_summary_100x3.csv",
+    "sample_table": "outputs/q1_features/reports/sample_summary.csv",
+    "sample_log": "outputs/q1_features/logs/samples.jsonl"
+  },
+  "requested_sample_range": {
+    "start": 0,
+    "limit": null,
+    "selected_count": 100
+  },
+  "completed_count": 100,
+  "sample_errors": 0,
+  "sample_warnings": 22,
+  "aggregate_feature_bytes": 9261634,
+  "typical_sample_id": "-tPCytz4rww/12"
+}
\ No newline at end of file
diff --git a/deep_learning/Q1/outputs/q1_features/reports/sample_summary.csv b/deep_learning/Q1/outputs/q1_features/reports/sample_summary.csv
new file mode 100644
index 0000000..8361f52
--- /dev/null
+++ b/deep_learning/Q1/outputs/q1_features/reports/sample_summary.csv
@@ -0,0 +1,101 @@
+sample_id,video_id,clip_id,duration_s,word_count,word_alignment_valid_count,text_feature_dim,audio_raw_length,audio_valid_length,audio_feature_dim,vision_raw_length,vision_valid_length,vision_feature_dim,face_blendshape_valid_length,face_blendshape_feature_dim,ctc_inference_succeeded,alignment_granularity,feature_file,feature_file_bytes,errors,warnings
+-3g5yACwYnA/13,-3g5yACwYnA,13,5.513997,15,15,768,535,535,25,28,28,192,28,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-3g5yACwYnA__13.npz,70429,{},[]
+-3g5yACwYnA/3,-3g5yACwYnA,3,14.388997,29,29,768,1428,1428,25,72,72,192,72,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-3g5yACwYnA__3.npz,153606,{},[]
+-3g5yACwYnA/2,-3g5yACwYnA,2,9.39401,14,14,768,919,919,25,47,47,192,47,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-3g5yACwYnA__2.npz,93925,{},[]
+-3g5yACwYnA/9,-3g5yACwYnA,9,8.816992,21,21,768,865,865,25,44,44,192,44,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-3g5yACwYnA__9.npz,104222,{},[]
+-3nNcZdcdvU/5,-3nNcZdcdvU,5,7.867969,18,18,768,774,774,25,40,40,192,40,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-3nNcZdcdvU__5.npz,92502,{},[]
+-HwX2H8Z4hY/2,-HwX2H8Z4hY,2,3.982031,8,7,768,387,387,25,20,20,192,4,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-HwX2H8Z4hY__2.npz,44625,{},['ctc_words_fallback:1']
+-HwX2H8Z4hY/5,-HwX2H8Z4hY,5,5.652995,10,9,768,550,550,25,28,28,192,7,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-HwX2H8Z4hY__5.npz,60515,{},['ctc_words_fallback:1']
+-HwX2H8Z4hY/6,-HwX2H8Z4hY,6,3.358008,7,7,768,321,321,25,17,17,192,8,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-HwX2H8Z4hY__6.npz,40308,{},[]
+-HwX2H8Z4hY/9,-HwX2H8Z4hY,9,7.733984,22,22,768,759,759,25,39,39,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-HwX2H8Z4hY__9.npz,94012,{},['no_face_blendshapes_detected']
+-NFrJFQijFE/1,-NFrJFQijFE,1,5.746,16,16,768,561,561,25,29,29,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-NFrJFQijFE__1.npz,65573,{},['no_face_blendshapes_detected']
+-NFrJFQijFE/2,-NFrJFQijFE,2,6.856,18,18,768,665,665,25,34,34,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-NFrJFQijFE__2.npz,74682,{},['no_face_blendshapes_detected']
+-THoVjtIkeU/12,-THoVjtIkeU,12,14.896029,39,39,768,1476,1476,25,75,75,192,75,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-THoVjtIkeU__12.npz,175729,{},[]
+-THoVjtIkeU/2,-THoVjtIkeU,2,4.291992,10,10,768,419,419,25,22,22,192,22,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-THoVjtIkeU__2.npz,54279,{},[]
+-THoVjtIkeU/6,-THoVjtIkeU,6,8.097005,30,30,768,794,794,25,41,41,192,41,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-THoVjtIkeU__6.npz,116720,{},[]
+-UuX1xuaiiE/1,-UuX1xuaiiE,1,10.35,27,27,768,1022,1022,25,52,52,192,2,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-UuX1xuaiiE__1.npz,117161,{},[]
+-UuX1xuaiiE/0,-UuX1xuaiiE,0,3.633333,9,9,768,353,353,25,19,19,192,9,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-UuX1xuaiiE__0.npz,47230,{},[]
+-UuX1xuaiiE/3,-UuX1xuaiiE,3,4.130013,9,9,768,399,399,25,21,21,192,20,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-UuX1xuaiiE__3.npz,51645,{},[]
+-UuX1xuaiiE/6,-UuX1xuaiiE,6,8.113997,22,22,768,790,790,25,40,40,192,39,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-UuX1xuaiiE__6.npz,100158,{},[]
+-a55Q6RWvTA/3,-a55Q6RWvTA,3,22.153971,65,65,768,2204,2204,25,111,111,192,111,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-a55Q6RWvTA__3.npz,275958,{},[]
+-aNfi7CP8vM/7,-aNfi7CP8vM,7,8.694987,18,18,768,849,849,25,43,43,192,43,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-aNfi7CP8vM__7.npz,98603,{},[]
+-aqamKhZ1Ec/0,-aqamKhZ1Ec,0,10.966667,14,13,768,1085,1085,25,55,55,192,55,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-aqamKhZ1Ec__0.npz,101705,{},['ctc_words_fallback:1']
+-dxfTGcXJoc/1,-dxfTGcXJoc,1,16.161003,36,36,768,1597,1597,25,81,81,192,81,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-dxfTGcXJoc__1.npz,180363,{},[]
+-dxfTGcXJoc/0,-dxfTGcXJoc,0,20.5,41,38,768,2037,2037,25,103,103,192,80,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-dxfTGcXJoc__0.npz,202759,{},['ctc_words_fallback:3']
+-dxfTGcXJoc/2,-dxfTGcXJoc,2,16.697982,34,32,768,1659,1659,25,84,84,192,84,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-dxfTGcXJoc__2.npz,180106,{},['ctc_words_fallback:2']
+-dxfTGcXJoc/6,-dxfTGcXJoc,6,12.735026,27,27,768,1258,1258,25,64,64,192,63,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-dxfTGcXJoc__6.npz,140160,{},[]
+-egA8-b7-3M/26,-egA8-b7-3M,26,6.03099,15,15,768,588,588,25,30,30,192,30,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-egA8-b7-3M__26.npz,75011,{},[]
+-egA8-b7-3M/17,-egA8-b7-3M,17,7.271029,16,16,768,705,705,25,36,36,192,36,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-egA8-b7-3M__17.npz,84195,{},[]
+-egA8-b7-3M/18,-egA8-b7-3M,18,8.386003,22,22,768,822,822,25,42,42,192,42,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-egA8-b7-3M__18.npz,103490,{},[]
+-egA8-b7-3M/16,-egA8-b7-3M,16,5.538021,11,11,768,544,544,25,28,28,192,28,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-egA8-b7-3M__16.npz,64870,{},[]
+-egA8-b7-3M/13,-egA8-b7-3M,13,4.183984,11,11,768,398,398,25,21,21,192,21,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-egA8-b7-3M__13.npz,55221,{},[]
+-egA8-b7-3M/1,-egA8-b7-3M,1,10.266016,20,19,768,1011,1011,25,51,51,192,51,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-egA8-b7-3M__1.npz,112851,{},['ctc_words_fallback:1']
+-egA8-b7-3M/6,-egA8-b7-3M,6,6.264974,12,12,768,614,614,25,32,32,192,32,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-egA8-b7-3M__6.npz,71552,{},[]
+-egA8-b7-3M/9,-egA8-b7-3M,9,5.089974,10,10,768,489,489,25,25,25,192,25,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-egA8-b7-3M__9.npz,59194,{},[]
+-egA8-b7-3M/20,-egA8-b7-3M,20,6.644987,20,20,768,643,643,25,33,33,192,33,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-egA8-b7-3M__20.npz,87987,{},[]
+-iRBcNs9oI8/3,-iRBcNs9oI8,3,5.621,8,8,768,549,549,25,28,28,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-iRBcNs9oI8__3.npz,55728,{},['no_face_blendshapes_detected']
+-iRBcNs9oI8/7,-iRBcNs9oI8,7,4.104,9,9,768,396,396,25,20,20,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-iRBcNs9oI8__7.npz,48402,{},['no_face_blendshapes_detected']
+-iRBcNs9oI8/6,-iRBcNs9oI8,6,2.903,5,5,768,278,278,25,15,15,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-iRBcNs9oI8__6.npz,34247,{},['no_face_blendshapes_detected']
+-iRBcNs9oI8/9,-iRBcNs9oI8,9,3.416,5,5,768,333,333,25,17,17,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-iRBcNs9oI8__9.npz,36025,{},['no_face_blendshapes_detected']
+-iRBcNs9oI8/8,-iRBcNs9oI8,8,8.093,21,21,768,798,798,25,41,41,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-iRBcNs9oI8__8.npz,94217,{},['no_face_blendshapes_detected']
+-lzEya4AM_4/5,-lzEya4AM_4,5,7.675,19,19,768,752,752,25,39,39,192,39,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-lzEya4AM_4__5.npz,92703,{},[]
+-lzEya4AM_4/6,-lzEya4AM_4,6,14.791992,43,43,768,1470,1470,25,74,74,192,74,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-lzEya4AM_4__6.npz,184072,{},[]
+-mJ2ud6oKI8/1,-mJ2ud6oKI8,1,6.103,13,13,768,601,601,25,31,31,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-mJ2ud6oKI8__1.npz,42496,{},['no_face_blendshapes_detected']
+-mJ2ud6oKI8/2,-mJ2ud6oKI8,2,5.731,11,11,768,566,566,25,29,29,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-mJ2ud6oKI8__2.npz,38780,{},['no_face_blendshapes_detected']
+-mJ2ud6oKI8/6,-mJ2ud6oKI8,6,2.257,5,5,768,218,218,25,12,12,192,12,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-mJ2ud6oKI8__6.npz,31649,{},[]
+-mJ2ud6oKI8/9,-mJ2ud6oKI8,9,7.033,22,22,768,686,686,25,35,35,192,34,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-mJ2ud6oKI8__9.npz,91413,{},[]
+-mJ2ud6oKI8/8,-mJ2ud6oKI8,8,4.192,11,11,768,413,413,25,21,21,192,21,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-mJ2ud6oKI8__8.npz,55199,{},[]
+-mqbVkbCndg/0,-mqbVkbCndg,0,6.466667,12,12,768,634,634,25,33,33,192,33,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-mqbVkbCndg__0.npz,72269,{},[]
+-t217m2on-s/2,-t217m2on-s,2,5.686003,12,12,768,559,559,25,29,29,192,29,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-t217m2on-s__2.npz,67378,{},[]
+-t217m2on-s/7,-t217m2on-s,7,17.183008,45,45,768,1698,1698,25,86,86,192,86,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-t217m2on-s__7.npz,203231,{},[]
+-tANM6ETl_M/3,-tANM6ETl_M,3,6.758008,22,22,768,656,656,25,34,34,192,34,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-tANM6ETl_M__3.npz,93347,{},[]
+-tPCytz4rww/11,-tPCytz4rww,11,5.466992,17,17,768,533,533,25,28,28,192,28,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-tPCytz4rww__11.npz,76420,{},[]
+-tPCytz4rww/10,-tPCytz4rww,10,4.788997,12,12,768,463,463,25,24,24,192,24,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-tPCytz4rww__10.npz,60662,{},[]
+-tPCytz4rww/12,-tPCytz4rww,12,11.863997,26,26,768,1169,1169,25,59,59,192,59,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-tPCytz4rww__12.npz,133451,{},[]
+-tPCytz4rww/16,-tPCytz4rww,16,7.20599,16,16,768,709,709,25,36,36,192,36,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-tPCytz4rww__16.npz,83725,{},[]
+-tPCytz4rww/18,-tPCytz4rww,18,6.644987,16,16,768,652,652,25,34,34,192,34,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-tPCytz4rww__18.npz,81628,{},[]
+-vxjVxOeScU/4,-vxjVxOeScU,4,9.127018,21,21,768,899,899,25,46,46,192,46,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-vxjVxOeScU__4.npz,109211,{},[]
+-wMB_hJL-3o/7,-wMB_hJL-3o,7,6.04401,22,22,768,593,593,25,31,31,192,31,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-wMB_hJL-3o__7.npz,87786,{},[]
+-wny0OAz3g8/1,-wny0OAz3g8,1,6.84401,23,22,768,673,673,25,35,35,192,14,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-wny0OAz3g8__1.npz,94004,{},['ctc_words_fallback:1']
+-wny0OAz3g8/0,-wny0OAz3g8,0,3.333333,9,9,768,323,323,25,17,17,192,14,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-wny0OAz3g8__0.npz,46886,{},[]
+-wny0OAz3g8/3,-wny0OAz3g8,3,6.146029,20,20,768,605,605,25,31,31,192,8,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-wny0OAz3g8__3.npz,84176,{},[]
+-wny0OAz3g8/2,-wny0OAz3g8,2,6.686979,23,23,768,648,648,25,33,33,192,27,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-wny0OAz3g8__2.npz,89372,{},[]
+-wny0OAz3g8/5,-wny0OAz3g8,5,6.911979,20,20,768,670,670,25,34,34,192,6,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-wny0OAz3g8__5.npz,86434,{},[]
+-wny0OAz3g8/7,-wny0OAz3g8,7,8.067969,29,29,768,787,787,25,40,40,192,35,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-wny0OAz3g8__7.npz,115720,{},[]
+-wny0OAz3g8/9,-wny0OAz3g8,9,6.213021,20,20,768,600,600,25,31,31,192,29,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-wny0OAz3g8__9.npz,86748,{},[]
+-571d8cVauQ/0,-571d8cVauQ,0,5.066667,12,12,768,495,495,25,26,26,192,25,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-571d8cVauQ__0.npz,58874,{},[]
+-571d8cVauQ/5,-571d8cVauQ,5,15.272982,43,43,768,1507,1507,25,76,76,192,76,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-571d8cVauQ__5.npz,186922,{},[]
+-I_e4mIh0yE/1,-I_e4mIh0yE,1,7.622005,18,18,768,740,740,25,38,38,192,38,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-I_e4mIh0yE__1.npz,89671,{},[]
+-I_e4mIh0yE/3,-I_e4mIh0yE,3,9.163021,22,22,768,895,895,25,46,46,192,46,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-I_e4mIh0yE__3.npz,106161,{},[]
+-UacrmKiTn4/10,-UacrmKiTn4,10,7.361979,18,18,768,720,720,25,37,37,192,37,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-UacrmKiTn4__10.npz,90141,{},[]
+-UacrmKiTn4/4,-UacrmKiTn4,4,4.741016,14,14,768,464,464,25,24,24,192,24,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-UacrmKiTn4__4.npz,64832,{},[]
+-hnBHBN8p5A/7,-hnBHBN8p5A,7,7.372,13,13,768,726,726,25,36,36,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-hnBHBN8p5A__7.npz,72066,{},['no_face_blendshapes_detected']
+-hnBHBN8p5A/6,-hnBHBN8p5A,6,6.401,13,13,768,629,629,25,31,31,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-hnBHBN8p5A__6.npz,65954,{},['no_face_blendshapes_detected']
+-qDkUB0GgYY/6,-qDkUB0GgYY,6,4.677995,16,16,768,457,457,25,24,24,192,24,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-qDkUB0GgYY__6.npz,69147,{},[]
+-uywlfIYOS8/4,-uywlfIYOS8,4,6.044987,18,18,768,584,584,25,30,30,192,30,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-uywlfIYOS8__4.npz,80911,{},[]
+-6rXp3zJ3kc/8,-6rXp3zJ3kc,8,12.805013,34,34,768,1269,1269,25,64,64,192,64,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-6rXp3zJ3kc__8.npz,155936,{},[]
+-9y-fZ3swSY/0,-9y-fZ3swSY,0,6.833333,22,22,768,671,671,25,35,35,192,35,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-9y-fZ3swSY__0.npz,95005,{},[]
+-9y-fZ3swSY/4,-9y-fZ3swSY,4,2.821029,9,9,768,262,262,25,14,14,192,13,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-9y-fZ3swSY__4.npz,39524,{},[]
+-9y-fZ3swSY/8,-9y-fZ3swSY,8,4.988997,12,12,768,487,487,25,25,25,192,18,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-9y-fZ3swSY__8.npz,61536,{},[]
+-AUZQgSxyPQ/2,-AUZQgSxyPQ,2,22.511003,41,41,768,2236,2236,25,113,113,192,113,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-AUZQgSxyPQ__2.npz,221014,{},[]
+-HeZS2-Prhc/2,-HeZS2-Prhc,2,8.261979,16,16,768,811,811,25,41,41,192,41,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-HeZS2-Prhc__2.npz,91019,{},[]
+-MeTTeMJBNc/0,-MeTTeMJBNc,0,9.3,21,21,768,917,917,25,47,47,192,46,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-MeTTeMJBNc__0.npz,100330,{},[]
+-MeTTeMJBNc/13,-MeTTeMJBNc,13,5.430013,14,14,768,521,521,25,27,27,192,27,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-MeTTeMJBNc__13.npz,66667,{},[]
+-MeTTeMJBNc/7,-MeTTeMJBNc,7,10.516992,31,31,768,1037,1037,25,53,53,192,53,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-MeTTeMJBNc__7.npz,134532,{},[]
+-RfYyzHpjk4/11,-RfYyzHpjk4,11,5.238997,17,17,768,503,503,25,26,26,192,26,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-RfYyzHpjk4__11.npz,73768,{},[]
+-RfYyzHpjk4/8,-RfYyzHpjk4,8,4.588997,17,17,768,449,449,25,23,23,192,23,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-RfYyzHpjk4__8.npz,69862,{},[]
+-RfYyzHpjk4/2,-RfYyzHpjk4,2,5.516016,25,25,768,535,535,25,28,28,192,27,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-RfYyzHpjk4__2.npz,84993,{},[]
+-UUCSKoHeMA/0,-UUCSKoHeMA,0,7.8,18,18,768,769,769,25,39,39,192,38,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-UUCSKoHeMA__0.npz,86051,{},[]
+-ri04Z7vwnc/0,-ri04Z7vwnc,0,2.807,8,8,768,272,272,25,14,14,192,0,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-ri04Z7vwnc__0.npz,39930,{},['no_face_blendshapes_detected']
+-ri04Z7vwnc/2,-ri04Z7vwnc,2,6.027,16,16,768,587,587,25,29,29,192,10,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-ri04Z7vwnc__2.npz,73850,{},[]
+-ri04Z7vwnc/5,-ri04Z7vwnc,5,3.545,9,8,768,339,339,25,17,17,192,17,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-ri04Z7vwnc__5.npz,47804,{},['ctc_words_fallback:1']
+-s9qJ7ATP7w/1,-s9qJ7ATP7w,1,4.791992,11,11,768,460,460,25,24,24,192,24,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-s9qJ7ATP7w__1.npz,58350,{},[]
+-s9qJ7ATP7w/0,-s9qJ7ATP7w,0,6.8,24,24,768,667,667,25,34,34,192,31,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-s9qJ7ATP7w__0.npz,96329,{},[]
+-s9qJ7ATP7w/5,-s9qJ7ATP7w,5,8.561003,19,19,768,835,835,25,43,43,192,43,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-s9qJ7ATP7w__5.npz,99292,{},[]
+-s9qJ7ATP7w/4,-s9qJ7ATP7w,4,4.427018,9,9,768,420,420,25,22,22,192,15,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-s9qJ7ATP7w__4.npz,51817,{},[]
+-s9qJ7ATP7w/7,-s9qJ7ATP7w,7,6.966016,28,28,768,679,679,25,35,35,192,20,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-s9qJ7ATP7w__7.npz,101098,{},[]
+-s9qJ7ATP7w/6,-s9qJ7ATP7w,6,2.475,5,5,768,227,227,25,12,12,192,10,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-s9qJ7ATP7w__6.npz,30573,{},[]
+-s9qJ7ATP7w/8,-s9qJ7ATP7w,8,3.294987,13,12,768,314,314,25,17,17,192,15,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-s9qJ7ATP7w__8.npz,52875,{},['ctc_words_fallback:1']
+-yRb-Jum7EQ/1,-yRb-Jum7EQ,1,29.288021,49,49,768,2906,2906,25,146,146,192,136,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-yRb-Jum7EQ__1.npz,263653,{},[]
+-yRb-Jum7EQ/5,-yRb-Jum7EQ,5,13.16901,25,25,768,1300,1300,25,66,66,192,66,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-yRb-Jum7EQ__5.npz,139890,{},[]
+-yRb-Jum7EQ/6,-yRb-Jum7EQ,6,11.241995,19,19,768,1120,1120,25,56,56,192,56,52,True,transcript word; Audio/Vision pooled over forced CTC word interval,outputs/q1_features/features/-yRb-Jum7EQ__6.npz,112532,{},[]
diff --git a/deep_learning/Q1/outputs/q1_features/reports/typical_sample_-tPCytz4rww__12.png b/deep_learning/Q1/outputs/q1_features/reports/typical_sample_-tPCytz4rww__12.png
new file mode 100644
index 0000000..24efcd3
Binary files /dev/null and b/deep_learning/Q1/outputs/q1_features/reports/typical_sample_-tPCytz4rww__12.png differ
diff --git a/deep_learning/Q1/outputs/tsfa/ablation_by_clip.csv b/deep_learning/Q1/outputs/tsfa/ablation_by_clip.csv
new file mode 100644
index 0000000..06bafc6
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/ablation_by_clip.csv
@@ -0,0 +1,701 @@
+method,sample_id,video_id,content_auc_mean,canonical_pairwise_time_mae_mean,temporal_quality_1_minus_mae
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+M3_noSourceTime,-egA8-b7-3M/26,-egA8-b7-3M,0.6957771867612292,0.23405012886869445,0.7659498711313055
+M3_noSourceTime,-egA8-b7-3M/17,-egA8-b7-3M,0.6972015366430261,0.23735141004120452,0.7626485899587955
+M3_noSourceTime,-egA8-b7-3M/18,-egA8-b7-3M,0.7026713947990544,0.24595269699957303,0.754047303000427
+M3_noSourceTime,-egA8-b7-3M/16,-egA8-b7-3M,0.725839243498818,0.21534374511794985,0.7846562548820502
+M3_noSourceTime,-egA8-b7-3M/13,-egA8-b7-3M,0.645428486997636,0.23328789373912262,0.7667121062608774
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diff --git a/deep_learning/Q1/outputs/tsfa/ablation_summary.csv b/deep_learning/Q1/outputs/tsfa/ablation_summary.csv
new file mode 100644
index 0000000..78831cd
--- /dev/null
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diff --git a/deep_learning/Q1/outputs/tsfa/alignment_only_ablation_by_clip.csv b/deep_learning/Q1/outputs/tsfa/alignment_only_ablation_by_clip.csv
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index 0000000..f9cb9c4
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index 0000000..3a5d9b6
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/alignment_only_ablation_summary.csv
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diff --git a/deep_learning/Q1/outputs/tsfa/alignment_only_content_by_clip.csv b/deep_learning/Q1/outputs/tsfa/alignment_only_content_by_clip.csv
new file mode 100644
index 0000000..907674c
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/alignment_only_content_by_clip.csv
@@ -0,0 +1,7801 @@
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diff --git a/deep_learning/Q1/outputs/tsfa/alignment_only_content_summary.csv b/deep_learning/Q1/outputs/tsfa/alignment_only_content_summary.csv
new file mode 100644
index 0000000..7051c1d
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/alignment_only_content_summary.csv
@@ -0,0 +1,22 @@
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diff --git a/deep_learning/Q1/outputs/tsfa/alignment_only_paired_contrasts.csv b/deep_learning/Q1/outputs/tsfa/alignment_only_paired_contrasts.csv
new file mode 100644
index 0000000..fba66fe
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/alignment_only_paired_contrasts.csv
@@ -0,0 +1,11 @@
+left_method,right_method,metric,clip_count,video_id_count,left_minus_right_video_macro_mean,ci95_low,ci95_high
+TSFA-main,M4_sourceTime,content_auc_mean,100,37,0.035438620389639894,0.023293646690953858,0.04698819770251506
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diff --git a/deep_learning/Q1/outputs/tsfa/alignment_only_probe_checkpoints.pt b/deep_learning/Q1/outputs/tsfa/alignment_only_probe_checkpoints.pt
new file mode 100644
index 0000000..82a8edf
Binary files /dev/null and b/deep_learning/Q1/outputs/tsfa/alignment_only_probe_checkpoints.pt differ
diff --git a/deep_learning/Q1/outputs/tsfa/alignment_only_probe_training_history.csv b/deep_learning/Q1/outputs/tsfa/alignment_only_probe_training_history.csv
new file mode 100644
index 0000000..cae1bf2
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/alignment_only_probe_training_history.csv
@@ -0,0 +1,1401 @@
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diff --git a/deep_learning/Q1/outputs/tsfa/alignment_only_run_manifest.json b/deep_learning/Q1/outputs/tsfa/alignment_only_run_manifest.json
new file mode 100644
index 0000000..8e8f948
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/alignment_only_run_manifest.json
@@ -0,0 +1,17 @@
+{
+  "created_utc": "2026-09-23T14:32:44.179041+00:00",
+  "experiment": "TSFA shared raw-content alignment-only probe",
+  "sample_count": 100,
+  "heldout_count": 100,
+  "video_id_count": 37,
+  "fold_count": 5,
+  "seed": 42,
+  "delta": 0.1,
+  "probe_epochs": 40,
+  "random_window_repeats": 20,
+  "feature_protocol": "Within each fold, feature normalization is fitted on 80 training clips. For every method and modality, the same normalized raw source feature matrix is pooled using that method's A^m; native M3/M4/TSFA value and output projections are excluded from scored features.",
+  "probe_protocol": "One 64-dimensional linear projector per modality, trained on 80 training clips with the same within-clip InfoNCE protocol and identical fold seed across methods. Scores use only 20 held-out clips per fold.",
+  "interpretation_limit": "A same-slot positive is a timestamp/slot convention, not independently annotated semantic ground truth. Source-time attention can still encode time through selected raw values.",
+  "device": "cuda",
+  "elapsed_seconds": 63.806029081344604
+}
\ No newline at end of file
diff --git a/deep_learning/Q1/outputs/tsfa/alignment_only_shift_curve_summary.csv b/deep_learning/Q1/outputs/tsfa/alignment_only_shift_curve_summary.csv
new file mode 100644
index 0000000..a6127a0
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/alignment_only_shift_curve_summary.csv
@@ -0,0 +1,442 @@
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diff --git a/deep_learning/Q1/outputs/tsfa/candidate_window_by_clip.csv b/deep_learning/Q1/outputs/tsfa/candidate_window_by_clip.csv
new file mode 100644
index 0000000..d502b35
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/candidate_window_by_clip.csv
@@ -0,0 +1,4601 @@
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+TSFA-random,5,-yRb-Jum7EQ/6,-yRb-Jum7EQ,vision,19,10.859999656677246,7,12,0.1939285844564438,0.2125137448310852,0.005654644686728716
diff --git a/deep_learning/Q1/outputs/tsfa/candidate_window_stats.csv b/deep_learning/Q1/outputs/tsfa/candidate_window_stats.csv
new file mode 100644
index 0000000..5d64cb0
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/candidate_window_stats.csv
@@ -0,0 +1,9 @@
+method,modality,clip_count,video_id_count,candidate_count_mean_video_macro_mean,candidate_count_mean_ci95_low,candidate_count_mean_ci95_high,candidate_fraction_valid_mean_video_macro_mean,candidate_fraction_valid_mean_ci95_low,candidate_fraction_valid_mean_ci95_high,temporal_prior_mass_mean_video_macro_mean,temporal_prior_mass_mean_ci95_low,temporal_prior_mass_mean_ci95_high,candidate_mean_center_error_video_macro_mean,candidate_mean_center_error_ci95_low,candidate_mean_center_error_ci95_high
+TSFA-global,audio,100,37,859.2909266409266,725.903935006435,1010.8943355855854,0.9999999840133748,0.9999999739948848,0.9999999929042089,1.0,1.0,1.0,0.23349895292516687,0.23334358473436637,0.23365915023423298
+TSFA-global,vision,100,37,43.82829257829257,37.07407764907765,51.22568103818104,0.9999999899584969,0.9999999802928788,0.9999999976372933,1.0,1.0,1.0,0.23209808292734374,0.23138750004937297,0.23281616748889555
+TSFA-main,audio,100,37,173.57981845948993,148.11770421039185,204.1688543426484,0.2027066824698029,0.20226793367661783,0.20315699026129216,0.7372228195819668,0.7367319915047317,0.7377194487338015,0.0008611694746814316,0.0007925661735736586,0.0009352763757801223
+TSFA-main,vision,100,37,8.697594809082126,7.356396586381408,10.302393176907227,0.19806601293752601,0.19761108234273017,0.19851417924334616,0.7214869179295039,0.7187354109908368,0.7239951614850468,0.005114482842239538,0.004486957946824082,0.0057506511149799265
+TSFA-multiply,audio,100,37,173.57981845948993,147.94183613935493,206.29472111888524,0.2027066824698029,0.20227122749140025,0.20313434986607776,0.7372228195819668,0.7367260256056134,0.737726254887409,0.0008611694746814316,0.0007943149040772448,0.0009299756654477927
+TSFA-multiply,vision,100,37,8.697594809082126,7.429751027647465,10.313039470908723,0.19806601293752601,0.19755518793732132,0.19851298628820818,0.7214869179295039,0.7185624315606288,0.7239946865184925,0.005114482842239538,0.004483692884955575,0.0057248699215185035
+TSFA-random,audio,100,37,165.4303607225725,140.97407569611394,193.95208463450228,0.1933617310581552,0.19281956570094802,0.1938787973451431,0.19230555606103,0.19073511667908855,0.19371052016348292,0.005423930897291032,0.00533451006593477,0.0055040052315254925
+TSFA-random,vision,100,37,8.36343770343799,7.137826227282222,9.895227294917355,0.19097706449311183,0.1904804513221966,0.19147352101705237,0.19106015145038713,0.18928042240004053,0.1929521264620367,0.007972950431270442,0.007579205200452694,0.008422631476527104
diff --git a/deep_learning/Q1/outputs/tsfa/content_metrics_by_clip.csv b/deep_learning/Q1/outputs/tsfa/content_metrics_by_clip.csv
new file mode 100644
index 0000000..813a4c3
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/content_metrics_by_clip.csv
@@ -0,0 +1,7801 @@
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diff --git a/deep_learning/Q1/outputs/tsfa/content_metrics_summary.csv b/deep_learning/Q1/outputs/tsfa/content_metrics_summary.csv
new file mode 100644
index 0000000..062d3d7
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/content_metrics_summary.csv
@@ -0,0 +1,22 @@
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diff --git a/deep_learning/Q1/outputs/tsfa/content_shuffle_by_clip.csv b/deep_learning/Q1/outputs/tsfa/content_shuffle_by_clip.csv
new file mode 100644
index 0000000..ba5d9f1
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/content_shuffle_by_clip.csv
@@ -0,0 +1,12001 @@
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diff --git a/deep_learning/Q1/outputs/tsfa/content_shuffle_control.png b/deep_learning/Q1/outputs/tsfa/content_shuffle_control.png
new file mode 100644
index 0000000..d0ee0cd
Binary files /dev/null and b/deep_learning/Q1/outputs/tsfa/content_shuffle_control.png differ
diff --git a/deep_learning/Q1/outputs/tsfa/content_shuffle_summary.csv b/deep_learning/Q1/outputs/tsfa/content_shuffle_summary.csv
new file mode 100644
index 0000000..e923a96
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/content_shuffle_summary.csv
@@ -0,0 +1,7 @@
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diff --git a/deep_learning/Q1/outputs/tsfa/paired_contrasts.csv b/deep_learning/Q1/outputs/tsfa/paired_contrasts.csv
new file mode 100644
index 0000000..5f77a68
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/paired_contrasts.csv
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+TSFA-multiply,TSFA-main,overall,all_pairs,content_auc_mean,100,37,3.9622924596328686e-05,-0.0011158515658515594,0.0011833296608728741
+TSFA-multiply,TSFA-main,overall,all_pairs,canonical_pairwise_time_mae_mean,100,37,-0.0025367852317495707,-0.0027293981115725143,-0.0023532245292300245
+TSFA-multiply,TSFA-main,content_pair,text_audio,matched_vs_shifted_auc,100,37,-0.0021643335014345675,-0.003420222806393028,-0.0009433171987527146
+TSFA-multiply,TSFA-main,content_pair,text_vision,matched_vs_shifted_auc,100,37,0.0019311283167666208,-3.923633930282419e-05,0.003844595478837497
+TSFA-multiply,TSFA-main,content_pair,audio_vision,matched_vs_shifted_auc,100,37,0.00035207395845693497,-0.001707745444912998,0.0025183332791377994
+TSFA-main,M3_noSourceTime,overall,all_pairs,content_auc_mean,100,37,-0.08134204496416375,-0.09018397700115897,-0.07252863456636728
+TSFA-main,M3_noSourceTime,overall,all_pairs,canonical_pairwise_time_mae_mean,100,37,-0.18092685065902986,-0.18650572139607072,-0.17507314724507567
+TSFA-main,M3_noSourceTime,content_pair,text_audio,matched_vs_shifted_auc,100,37,-0.11151433985277072,-0.126396370047384,-0.09652581659832322
+TSFA-main,M3_noSourceTime,content_pair,text_vision,matched_vs_shifted_auc,100,37,-0.08788246281996281,-0.10456414269512673,-0.07031106495933623
+TSFA-main,M3_noSourceTime,content_pair,audio_vision,matched_vs_shifted_auc,100,37,-0.04462933221975775,-0.054448958632834964,-0.0345335877670984
diff --git a/deep_learning/Q1/outputs/tsfa/probe_checkpoints.pt b/deep_learning/Q1/outputs/tsfa/probe_checkpoints.pt
new file mode 100644
index 0000000..14f9b6c
Binary files /dev/null and b/deep_learning/Q1/outputs/tsfa/probe_checkpoints.pt differ
diff --git a/deep_learning/Q1/outputs/tsfa/probe_training_history.csv b/deep_learning/Q1/outputs/tsfa/probe_training_history.csv
new file mode 100644
index 0000000..6d33663
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/probe_training_history.csv
@@ -0,0 +1,2001 @@
+fold,epoch,seed,train_loss,candidate_empty_audio_rows,candidate_empty_vision_rows,attention_row_sum_error_audio,attention_row_sum_error_vision,method,probe
+1,1,143,1.9885786652565003,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+1,2,143,1.9517721772193908,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+1,3,143,1.934632122516632,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+1,4,143,1.9214514374732972,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+1,5,143,1.909037983417511,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+1,6,143,1.8948371052742004,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
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+1,9,143,1.8452326774597168,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
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+1,11,143,1.8107290744781495,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+1,12,143,1.794291889667511,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
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+1,14,143,1.7592395186424254,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+1,15,143,1.749953532218933,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,16,143,1.7393451452255249,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+1,17,143,1.7307960391044617,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
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+1,19,143,1.7124595642089844,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,20,143,1.6995768904685975,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,21,143,1.6922332525253296,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,22,143,1.6921160221099854,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,23,143,1.683142864704132,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,24,143,1.6728930711746215,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,25,143,1.6674641847610474,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+1,26,143,1.659949278831482,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,27,143,1.650656270980835,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,28,143,1.6435415387153625,0,0,2.384185791015625e-07,1.7881393432617188e-07,,
+1,29,143,1.6388263344764709,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,30,143,1.636630380153656,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,31,143,1.63446364402771,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,32,143,1.6280906081199646,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+1,33,143,1.6211561799049377,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+1,34,143,1.609480619430542,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,35,143,1.6050454258918763,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+1,36,143,1.5976441621780395,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,37,143,1.592008113861084,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,38,143,1.5897088527679444,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,39,143,1.5855352759361268,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+1,40,143,1.577262854576111,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+1,1,143,4.040675306320191,,,,,M3_noSourceTime,crossmodal_correspondence
+1,2,143,3.697444462776184,,,,,M3_noSourceTime,crossmodal_correspondence
+1,3,143,3.5077272415161134,,,,,M3_noSourceTime,crossmodal_correspondence
+1,4,143,3.373572039604187,,,,,M3_noSourceTime,crossmodal_correspondence
+1,5,143,3.2708699703216553,,,,,M3_noSourceTime,crossmodal_correspondence
+1,6,143,3.182142639160156,,,,,M3_noSourceTime,crossmodal_correspondence
+1,7,143,3.106570672988892,,,,,M3_noSourceTime,crossmodal_correspondence
+1,8,143,3.0393298149108885,,,,,M3_noSourceTime,crossmodal_correspondence
+1,9,143,2.981297159194946,,,,,M3_noSourceTime,crossmodal_correspondence
+1,10,143,2.931610679626465,,,,,M3_noSourceTime,crossmodal_correspondence
+1,11,143,2.8853665351867677,,,,,M3_noSourceTime,crossmodal_correspondence
+1,12,143,2.8492070913314818,,,,,M3_noSourceTime,crossmodal_correspondence
+1,13,143,2.8113482713699343,,,,,M3_noSourceTime,crossmodal_correspondence
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+1,18,143,2.688155102729797,,,,,M3_noSourceTime,crossmodal_correspondence
+1,19,143,2.665991425514221,,,,,M3_noSourceTime,crossmodal_correspondence
+1,20,143,2.6513996362686156,,,,,M3_noSourceTime,crossmodal_correspondence
+1,21,143,2.6308152437210084,,,,,M3_noSourceTime,crossmodal_correspondence
+1,22,143,2.612215995788574,,,,,M3_noSourceTime,crossmodal_correspondence
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+1,25,143,2.5711365222930906,,,,,M3_noSourceTime,crossmodal_correspondence
+1,26,143,2.554609227180481,,,,,M3_noSourceTime,crossmodal_correspondence
+1,27,143,2.542824077606201,,,,,M3_noSourceTime,crossmodal_correspondence
+1,28,143,2.534706377983093,,,,,M3_noSourceTime,crossmodal_correspondence
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+1,32,143,2.49661922454834,,,,,M3_noSourceTime,crossmodal_correspondence
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+1,34,143,2.487708234786987,,,,,M3_noSourceTime,crossmodal_correspondence
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+1,36,143,2.468519401550293,,,,,M3_noSourceTime,crossmodal_correspondence
+1,37,143,2.4630676746368407,,,,,M3_noSourceTime,crossmodal_correspondence
+1,38,143,2.4613420963287354,,,,,M3_noSourceTime,crossmodal_correspondence
+1,39,143,2.46225745677948,,,,,M3_noSourceTime,crossmodal_correspondence
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+1,1,143,4.049986624717713,,,,,M3_sourceTime,crossmodal_correspondence
+1,2,143,3.8725382804870607,,,,,M3_sourceTime,crossmodal_correspondence
+1,3,143,3.790293550491333,,,,,M3_sourceTime,crossmodal_correspondence
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+1,5,143,3.7015220880508424,,,,,M3_sourceTime,crossmodal_correspondence
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+1,8,143,3.5992716789245605,,,,,M3_sourceTime,crossmodal_correspondence
+1,9,143,3.570672130584717,,,,,M3_sourceTime,crossmodal_correspondence
+1,10,143,3.54518837928772,,,,,M3_sourceTime,crossmodal_correspondence
+1,11,143,3.5163906097412108,,,,,M3_sourceTime,crossmodal_correspondence
+1,12,143,3.4899441719055178,,,,,M3_sourceTime,crossmodal_correspondence
+1,13,143,3.459981608390808,,,,,M3_sourceTime,crossmodal_correspondence
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+1,15,143,3.411777925491333,,,,,M3_sourceTime,crossmodal_correspondence
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+1,17,143,3.3742401123046877,,,,,M3_sourceTime,crossmodal_correspondence
+1,18,143,3.3444390058517457,,,,,M3_sourceTime,crossmodal_correspondence
+1,19,143,3.3238659620285036,,,,,M3_sourceTime,crossmodal_correspondence
+1,20,143,3.3013801097869875,,,,,M3_sourceTime,crossmodal_correspondence
+1,21,143,3.2824492931365965,,,,,M3_sourceTime,crossmodal_correspondence
+1,22,143,3.2736600160598757,,,,,M3_sourceTime,crossmodal_correspondence
+1,23,143,3.24942033290863,,,,,M3_sourceTime,crossmodal_correspondence
+1,24,143,3.2336567878723144,,,,,M3_sourceTime,crossmodal_correspondence
+1,25,143,3.224707555770874,,,,,M3_sourceTime,crossmodal_correspondence
+1,26,143,3.2071473598480225,,,,,M3_sourceTime,crossmodal_correspondence
+1,27,143,3.1985892057418823,,,,,M3_sourceTime,crossmodal_correspondence
+1,28,143,3.1840383052825927,,,,,M3_sourceTime,crossmodal_correspondence
+1,29,143,3.1659297227859495,,,,,M3_sourceTime,crossmodal_correspondence
+1,30,143,3.162174940109253,,,,,M3_sourceTime,crossmodal_correspondence
+1,31,143,3.153644156455994,,,,,M3_sourceTime,crossmodal_correspondence
+1,32,143,3.155637431144714,,,,,M3_sourceTime,crossmodal_correspondence
+1,33,143,3.1266586065292357,,,,,M3_sourceTime,crossmodal_correspondence
+1,34,143,3.1118046045303345,,,,,M3_sourceTime,crossmodal_correspondence
+1,35,143,3.099364757537842,,,,,M3_sourceTime,crossmodal_correspondence
+1,36,143,3.1131765604019166,,,,,M3_sourceTime,crossmodal_correspondence
+1,37,143,3.0885674715042115,,,,,M3_sourceTime,crossmodal_correspondence
+1,38,143,3.0876841068267824,,,,,M3_sourceTime,crossmodal_correspondence
+1,39,143,3.0656909227371214,,,,,M3_sourceTime,crossmodal_correspondence
+1,40,143,3.059494948387146,,,,,M3_sourceTime,crossmodal_correspondence
+1,1,143,4.039237403869629,,,,,M4_sourceTime,crossmodal_correspondence
+1,2,143,3.864263963699341,,,,,M4_sourceTime,crossmodal_correspondence
+1,3,143,3.786146807670593,,,,,M4_sourceTime,crossmodal_correspondence
+1,4,143,3.7309787034988404,,,,,M4_sourceTime,crossmodal_correspondence
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+1,8,143,3.5634942770004274,,,,,M4_sourceTime,crossmodal_correspondence
+1,9,143,3.5288613557815554,,,,,M4_sourceTime,crossmodal_correspondence
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+1,11,143,3.459988331794739,,,,,M4_sourceTime,crossmodal_correspondence
+1,12,143,3.428289699554443,,,,,M4_sourceTime,crossmodal_correspondence
+1,13,143,3.396274042129517,,,,,M4_sourceTime,crossmodal_correspondence
+1,14,143,3.3657655239105226,,,,,M4_sourceTime,crossmodal_correspondence
+1,15,143,3.335605573654175,,,,,M4_sourceTime,crossmodal_correspondence
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+1,17,143,3.2870387554168703,,,,,M4_sourceTime,crossmodal_correspondence
+1,18,143,3.2576228618621825,,,,,M4_sourceTime,crossmodal_correspondence
+1,19,143,3.233350896835327,,,,,M4_sourceTime,crossmodal_correspondence
+1,20,143,3.2176277875900268,,,,,M4_sourceTime,crossmodal_correspondence
+1,21,143,3.195126700401306,,,,,M4_sourceTime,crossmodal_correspondence
+1,22,143,3.1805763959884645,,,,,M4_sourceTime,crossmodal_correspondence
+1,23,143,3.1605849266052246,,,,,M4_sourceTime,crossmodal_correspondence
+1,24,143,3.153532290458679,,,,,M4_sourceTime,crossmodal_correspondence
+1,25,143,3.1311468124389648,,,,,M4_sourceTime,crossmodal_correspondence
+1,26,143,3.1138349533081056,,,,,M4_sourceTime,crossmodal_correspondence
+1,27,143,3.1003525972366335,,,,,M4_sourceTime,crossmodal_correspondence
+1,28,143,3.086071014404297,,,,,M4_sourceTime,crossmodal_correspondence
+1,29,143,3.0702101230621337,,,,,M4_sourceTime,crossmodal_correspondence
+1,30,143,3.0698649168014525,,,,,M4_sourceTime,crossmodal_correspondence
+1,31,143,3.055000877380371,,,,,M4_sourceTime,crossmodal_correspondence
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+1,1,253,0.03411861974745989,,,,,M4_sourceTime,shifted_reconstruction
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+1,21,253,0.017528586834669114,,,,,M4_sourceTime,shifted_reconstruction
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+1,28,253,0.016147116478532553,,,,,M4_sourceTime,shifted_reconstruction
+1,29,253,0.01614593164995313,,,,,M4_sourceTime,shifted_reconstruction
+1,30,253,0.01529263537377119,,,,,M4_sourceTime,shifted_reconstruction
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+1,1,143,3.93584520816803,,,,,TSFA-main,crossmodal_correspondence
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+2,36,244,1.5502914190292358,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+2,37,244,1.546915054321289,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+2,38,244,1.5393306732177734,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+2,39,244,1.5323236465454102,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+2,40,244,1.527656662464142,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+2,1,244,3.992885375022888,,,,,M3_noSourceTime,crossmodal_correspondence
+2,2,244,3.6684568166732787,,,,,M3_noSourceTime,crossmodal_correspondence
+2,3,244,3.496164011955261,,,,,M3_noSourceTime,crossmodal_correspondence
+2,4,244,3.3737064361572267,,,,,M3_noSourceTime,crossmodal_correspondence
+2,5,244,3.278645896911621,,,,,M3_noSourceTime,crossmodal_correspondence
+2,6,244,3.197487306594849,,,,,M3_noSourceTime,crossmodal_correspondence
+2,7,244,3.1265237808227537,,,,,M3_noSourceTime,crossmodal_correspondence
+2,8,244,3.063759994506836,,,,,M3_noSourceTime,crossmodal_correspondence
+2,9,244,3.0088939905166625,,,,,M3_noSourceTime,crossmodal_correspondence
+2,10,244,2.958859419822693,,,,,M3_noSourceTime,crossmodal_correspondence
+2,11,244,2.922935628890991,,,,,M3_noSourceTime,crossmodal_correspondence
+2,12,244,2.8889946937561035,,,,,M3_noSourceTime,crossmodal_correspondence
+2,13,244,2.849975085258484,,,,,M3_noSourceTime,crossmodal_correspondence
+2,14,244,2.8157891273498534,,,,,M3_noSourceTime,crossmodal_correspondence
+2,15,244,2.7872610330581664,,,,,M3_noSourceTime,crossmodal_correspondence
+2,16,244,2.761834979057312,,,,,M3_noSourceTime,crossmodal_correspondence
+2,17,244,2.7463613748550415,,,,,M3_noSourceTime,crossmodal_correspondence
+2,18,244,2.730873942375183,,,,,M3_noSourceTime,crossmodal_correspondence
+2,19,244,2.7113210201263427,,,,,M3_noSourceTime,crossmodal_correspondence
+2,20,244,2.691207480430603,,,,,M3_noSourceTime,crossmodal_correspondence
+2,21,244,2.678401255607605,,,,,M3_noSourceTime,crossmodal_correspondence
+2,22,244,2.673741602897644,,,,,M3_noSourceTime,crossmodal_correspondence
+2,23,244,2.654081678390503,,,,,M3_noSourceTime,crossmodal_correspondence
+2,24,244,2.640495443344116,,,,,M3_noSourceTime,crossmodal_correspondence
+2,25,244,2.6221339464187623,,,,,M3_noSourceTime,crossmodal_correspondence
+2,26,244,2.615662384033203,,,,,M3_noSourceTime,crossmodal_correspondence
+2,27,244,2.60250871181488,,,,,M3_noSourceTime,crossmodal_correspondence
+2,28,244,2.594468855857849,,,,,M3_noSourceTime,crossmodal_correspondence
+2,29,244,2.584084391593933,,,,,M3_noSourceTime,crossmodal_correspondence
+2,30,244,2.5728664636611938,,,,,M3_noSourceTime,crossmodal_correspondence
+2,31,244,2.563794755935669,,,,,M3_noSourceTime,crossmodal_correspondence
+2,32,244,2.548975133895874,,,,,M3_noSourceTime,crossmodal_correspondence
+2,33,244,2.5473416805267335,,,,,M3_noSourceTime,crossmodal_correspondence
+2,34,244,2.531568002700806,,,,,M3_noSourceTime,crossmodal_correspondence
+2,35,244,2.5321186780929565,,,,,M3_noSourceTime,crossmodal_correspondence
+2,36,244,2.534136343002319,,,,,M3_noSourceTime,crossmodal_correspondence
+2,37,244,2.5328414678573608,,,,,M3_noSourceTime,crossmodal_correspondence
+2,38,244,2.508814787864685,,,,,M3_noSourceTime,crossmodal_correspondence
+2,39,244,2.5299034833908083,,,,,M3_noSourceTime,crossmodal_correspondence
+2,40,244,2.5099414587020874,,,,,M3_noSourceTime,crossmodal_correspondence
+2,1,244,4.050719523429871,,,,,M3_sourceTime,crossmodal_correspondence
+2,2,244,3.8898061990737913,,,,,M3_sourceTime,crossmodal_correspondence
+2,3,244,3.810015869140625,,,,,M3_sourceTime,crossmodal_correspondence
+2,4,244,3.7571000814437867,,,,,M3_sourceTime,crossmodal_correspondence
+2,5,244,3.713484263420105,,,,,M3_sourceTime,crossmodal_correspondence
+2,6,244,3.6737077951431276,,,,,M3_sourceTime,crossmodal_correspondence
+2,7,244,3.640124726295471,,,,,M3_sourceTime,crossmodal_correspondence
+2,8,244,3.593406081199646,,,,,M3_sourceTime,crossmodal_correspondence
+2,9,244,3.5581759929656984,,,,,M3_sourceTime,crossmodal_correspondence
+2,10,244,3.5195066928863525,,,,,M3_sourceTime,crossmodal_correspondence
+2,11,244,3.483666014671326,,,,,M3_sourceTime,crossmodal_correspondence
+2,12,244,3.454361629486084,,,,,M3_sourceTime,crossmodal_correspondence
+2,13,244,3.41396541595459,,,,,M3_sourceTime,crossmodal_correspondence
+2,14,244,3.383739686012268,,,,,M3_sourceTime,crossmodal_correspondence
+2,15,244,3.3519781589508058,,,,,M3_sourceTime,crossmodal_correspondence
+2,16,244,3.3274621248245237,,,,,M3_sourceTime,crossmodal_correspondence
+2,17,244,3.3063649415969847,,,,,M3_sourceTime,crossmodal_correspondence
+2,18,244,3.285908579826355,,,,,M3_sourceTime,crossmodal_correspondence
+2,19,244,3.2668115377426146,,,,,M3_sourceTime,crossmodal_correspondence
+2,20,244,3.2472804307937624,,,,,M3_sourceTime,crossmodal_correspondence
+2,21,244,3.235720896720886,,,,,M3_sourceTime,crossmodal_correspondence
+2,22,244,3.238613724708557,,,,,M3_sourceTime,crossmodal_correspondence
+2,23,244,3.213558888435364,,,,,M3_sourceTime,crossmodal_correspondence
+2,24,244,3.1858142852783202,,,,,M3_sourceTime,crossmodal_correspondence
+2,25,244,3.172352170944214,,,,,M3_sourceTime,crossmodal_correspondence
+2,26,244,3.162072253227234,,,,,M3_sourceTime,crossmodal_correspondence
+2,27,244,3.14232451915741,,,,,M3_sourceTime,crossmodal_correspondence
+2,28,244,3.1313831329345705,,,,,M3_sourceTime,crossmodal_correspondence
+2,29,244,3.116917109489441,,,,,M3_sourceTime,crossmodal_correspondence
+2,30,244,3.109691786766052,,,,,M3_sourceTime,crossmodal_correspondence
+2,31,244,3.0999436378479004,,,,,M3_sourceTime,crossmodal_correspondence
+2,32,244,3.0872410774230956,,,,,M3_sourceTime,crossmodal_correspondence
+2,33,244,3.082064986228943,,,,,M3_sourceTime,crossmodal_correspondence
+2,34,244,3.067903208732605,,,,,M3_sourceTime,crossmodal_correspondence
+2,35,244,3.053121829032898,,,,,M3_sourceTime,crossmodal_correspondence
+2,36,244,3.048066186904907,,,,,M3_sourceTime,crossmodal_correspondence
+2,37,244,3.0342543363571166,,,,,M3_sourceTime,crossmodal_correspondence
+2,38,244,3.0230056762695314,,,,,M3_sourceTime,crossmodal_correspondence
+2,39,244,3.0178455114364624,,,,,M3_sourceTime,crossmodal_correspondence
+2,40,244,3.005113959312439,,,,,M3_sourceTime,crossmodal_correspondence
+2,1,244,4.035448718070984,,,,,M4_sourceTime,crossmodal_correspondence
+2,2,244,3.855511260032654,,,,,M4_sourceTime,crossmodal_correspondence
+2,3,244,3.7708330154418945,,,,,M4_sourceTime,crossmodal_correspondence
+2,4,244,3.719531202316284,,,,,M4_sourceTime,crossmodal_correspondence
+2,5,244,3.6699352741241453,,,,,M4_sourceTime,crossmodal_correspondence
+2,6,244,3.6359807014465333,,,,,M4_sourceTime,crossmodal_correspondence
+2,7,244,3.598095750808716,,,,,M4_sourceTime,crossmodal_correspondence
+2,8,244,3.5647414684295655,,,,,M4_sourceTime,crossmodal_correspondence
+2,9,244,3.530693197250366,,,,,M4_sourceTime,crossmodal_correspondence
+2,10,244,3.4956859827041624,,,,,M4_sourceTime,crossmodal_correspondence
+2,11,244,3.462380123138428,,,,,M4_sourceTime,crossmodal_correspondence
+2,12,244,3.4291223764419554,,,,,M4_sourceTime,crossmodal_correspondence
+2,13,244,3.3975842714309694,,,,,M4_sourceTime,crossmodal_correspondence
+2,14,244,3.3634294748306273,,,,,M4_sourceTime,crossmodal_correspondence
+2,15,244,3.335829019546509,,,,,M4_sourceTime,crossmodal_correspondence
+2,16,244,3.3200555562973024,,,,,M4_sourceTime,crossmodal_correspondence
+2,17,244,3.296751284599304,,,,,M4_sourceTime,crossmodal_correspondence
+2,18,244,3.2682719469070434,,,,,M4_sourceTime,crossmodal_correspondence
+2,19,244,3.2488856315612793,,,,,M4_sourceTime,crossmodal_correspondence
+2,20,244,3.2281338930130006,,,,,M4_sourceTime,crossmodal_correspondence
+2,21,244,3.2072936296463013,,,,,M4_sourceTime,crossmodal_correspondence
+2,22,244,3.186184525489807,,,,,M4_sourceTime,crossmodal_correspondence
+2,23,244,3.1745986461639406,,,,,M4_sourceTime,crossmodal_correspondence
+2,24,244,3.164545178413391,,,,,M4_sourceTime,crossmodal_correspondence
+2,25,244,3.145757627487183,,,,,M4_sourceTime,crossmodal_correspondence
+2,26,244,3.128132963180542,,,,,M4_sourceTime,crossmodal_correspondence
+2,27,244,3.1066041946411134,,,,,M4_sourceTime,crossmodal_correspondence
+2,28,244,3.101758575439453,,,,,M4_sourceTime,crossmodal_correspondence
+2,29,244,3.08741717338562,,,,,M4_sourceTime,crossmodal_correspondence
+2,30,244,3.0691105842590334,,,,,M4_sourceTime,crossmodal_correspondence
+2,31,244,3.057279658317566,,,,,M4_sourceTime,crossmodal_correspondence
+2,32,244,3.0421281099319457,,,,,M4_sourceTime,crossmodal_correspondence
+2,33,244,3.030996537208557,,,,,M4_sourceTime,crossmodal_correspondence
+2,34,244,3.0192785978317263,,,,,M4_sourceTime,crossmodal_correspondence
+2,35,244,3.0186269760131834,,,,,M4_sourceTime,crossmodal_correspondence
+2,36,244,3.0094170331954957,,,,,M4_sourceTime,crossmodal_correspondence
+2,37,244,2.995895576477051,,,,,M4_sourceTime,crossmodal_correspondence
+2,38,244,2.9826046943664553,,,,,M4_sourceTime,crossmodal_correspondence
+2,39,244,2.9847540140151976,,,,,M4_sourceTime,crossmodal_correspondence
+2,40,244,2.986098027229309,,,,,M4_sourceTime,crossmodal_correspondence
+2,1,464,0.03360264003276825,,,,,M4_sourceTime,shifted_reconstruction
+2,2,464,0.030426303669810296,,,,,M4_sourceTime,shifted_reconstruction
+2,3,464,0.028571693412959575,,,,,M4_sourceTime,shifted_reconstruction
+2,4,464,0.027154064550995827,,,,,M4_sourceTime,shifted_reconstruction
+2,5,464,0.02578885816037655,,,,,M4_sourceTime,shifted_reconstruction
+2,6,464,0.024543983303010462,,,,,M4_sourceTime,shifted_reconstruction
+2,7,464,0.02351076640188694,,,,,M4_sourceTime,shifted_reconstruction
+2,8,464,0.022538731060922145,,,,,M4_sourceTime,shifted_reconstruction
+2,9,464,0.021711694821715356,,,,,M4_sourceTime,shifted_reconstruction
+2,10,464,0.02103742230683565,,,,,M4_sourceTime,shifted_reconstruction
+2,11,464,0.020479915477335454,,,,,M4_sourceTime,shifted_reconstruction
+2,12,464,0.0200722211971879,,,,,M4_sourceTime,shifted_reconstruction
+2,13,464,0.019524446688592434,,,,,M4_sourceTime,shifted_reconstruction
+2,14,464,0.019120452366769312,,,,,M4_sourceTime,shifted_reconstruction
+2,15,464,0.01863095685839653,,,,,M4_sourceTime,shifted_reconstruction
+2,16,464,0.018318996578454972,,,,,M4_sourceTime,shifted_reconstruction
+2,17,464,0.017954143695533276,,,,,M4_sourceTime,shifted_reconstruction
+2,18,464,0.017629365622997283,,,,,M4_sourceTime,shifted_reconstruction
+2,19,464,0.017318826727569105,,,,,M4_sourceTime,shifted_reconstruction
+2,20,464,0.017103279102593662,,,,,M4_sourceTime,shifted_reconstruction
+2,21,464,0.016887039039283992,,,,,M4_sourceTime,shifted_reconstruction
+2,22,464,0.016718941554427148,,,,,M4_sourceTime,shifted_reconstruction
+2,23,464,0.016485694982111453,,,,,M4_sourceTime,shifted_reconstruction
+2,24,464,0.016012857854366302,,,,,M4_sourceTime,shifted_reconstruction
+2,25,464,0.015669637080281972,,,,,M4_sourceTime,shifted_reconstruction
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+2,27,464,0.015226010233163834,,,,,M4_sourceTime,shifted_reconstruction
+2,28,464,0.014942962396889924,,,,,M4_sourceTime,shifted_reconstruction
+2,29,464,0.014689918607473373,,,,,M4_sourceTime,shifted_reconstruction
+2,30,464,0.014540925249457359,,,,,M4_sourceTime,shifted_reconstruction
+2,31,464,0.014287735987454652,,,,,M4_sourceTime,shifted_reconstruction
+2,32,464,0.014087800402194262,,,,,M4_sourceTime,shifted_reconstruction
+2,33,464,0.014049700740724803,,,,,M4_sourceTime,shifted_reconstruction
+2,34,464,0.01374946879222989,,,,,M4_sourceTime,shifted_reconstruction
+2,35,464,0.01357364384457469,,,,,M4_sourceTime,shifted_reconstruction
+2,36,464,0.01327909016981721,,,,,M4_sourceTime,shifted_reconstruction
+2,37,464,0.013185079582035542,,,,,M4_sourceTime,shifted_reconstruction
+2,38,464,0.013009418081492186,,,,,M4_sourceTime,shifted_reconstruction
+2,39,464,0.012721649650484324,,,,,M4_sourceTime,shifted_reconstruction
+2,40,464,0.012591012474149465,,,,,M4_sourceTime,shifted_reconstruction
+2,1,244,3.9941532135009767,,,,,TSFA-main,crossmodal_correspondence
+2,2,244,3.617067241668701,,,,,TSFA-main,crossmodal_correspondence
+2,3,244,3.467825150489807,,,,,TSFA-main,crossmodal_correspondence
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+2,6,244,3.254082751274109,,,,,TSFA-main,crossmodal_correspondence
+2,7,244,3.2092073917388917,,,,,TSFA-main,crossmodal_correspondence
+2,8,244,3.1687609195709228,,,,,TSFA-main,crossmodal_correspondence
+2,9,244,3.137038779258728,,,,,TSFA-main,crossmodal_correspondence
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+2,13,244,3.0430232286453247,,,,,TSFA-main,crossmodal_correspondence
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+2,15,244,3.01238067150116,,,,,TSFA-main,crossmodal_correspondence
+2,16,244,2.997770571708679,,,,,TSFA-main,crossmodal_correspondence
+2,17,244,2.9845467090606688,,,,,TSFA-main,crossmodal_correspondence
+2,18,244,2.9705681085586546,,,,,TSFA-main,crossmodal_correspondence
+2,19,244,2.9624648571014403,,,,,TSFA-main,crossmodal_correspondence
+2,20,244,2.946747636795044,,,,,TSFA-main,crossmodal_correspondence
+2,21,244,2.9403671979904176,,,,,TSFA-main,crossmodal_correspondence
+2,22,244,2.928653049468994,,,,,TSFA-main,crossmodal_correspondence
+2,23,244,2.9201543807983397,,,,,TSFA-main,crossmodal_correspondence
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+2,25,244,2.909671592712402,,,,,TSFA-main,crossmodal_correspondence
+2,26,244,2.9038588762283326,,,,,TSFA-main,crossmodal_correspondence
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+2,30,244,2.878222036361694,,,,,TSFA-main,crossmodal_correspondence
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+2,1,464,0.04655729494988918,,,,,TSFA-main,shifted_reconstruction
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+2,1,244,3.9997125387191774,,,,,TSFA-multiply,crossmodal_correspondence
+2,2,244,3.622874689102173,,,,,TSFA-multiply,crossmodal_correspondence
+2,3,244,3.474502182006836,,,,,TSFA-multiply,crossmodal_correspondence
+2,4,244,3.3847753286361693,,,,,TSFA-multiply,crossmodal_correspondence
+2,5,244,3.312501859664917,,,,,TSFA-multiply,crossmodal_correspondence
+2,6,244,3.2601977586746216,,,,,TSFA-multiply,crossmodal_correspondence
+2,7,244,3.214917516708374,,,,,TSFA-multiply,crossmodal_correspondence
+2,8,244,3.173939347267151,,,,,TSFA-multiply,crossmodal_correspondence
+2,9,244,3.142012357711792,,,,,TSFA-multiply,crossmodal_correspondence
+2,10,244,3.1124038457870484,,,,,TSFA-multiply,crossmodal_correspondence
+2,11,244,3.089730143547058,,,,,TSFA-multiply,crossmodal_correspondence
+2,12,244,3.06596782207489,,,,,TSFA-multiply,crossmodal_correspondence
+2,13,244,3.0461846828460692,,,,,TSFA-multiply,crossmodal_correspondence
+2,14,244,3.0297574043273925,,,,,TSFA-multiply,crossmodal_correspondence
+2,15,244,3.015021228790283,,,,,TSFA-multiply,crossmodal_correspondence
+2,16,244,3.000156831741333,,,,,TSFA-multiply,crossmodal_correspondence
+2,17,244,2.9864906072616577,,,,,TSFA-multiply,crossmodal_correspondence
+2,18,244,2.9723064422607424,,,,,TSFA-multiply,crossmodal_correspondence
+2,19,244,2.96386034488678,,,,,TSFA-multiply,crossmodal_correspondence
+2,20,244,2.9477704048156737,,,,,TSFA-multiply,crossmodal_correspondence
+2,21,244,2.941312623023987,,,,,TSFA-multiply,crossmodal_correspondence
+2,22,244,2.929168128967285,,,,,TSFA-multiply,crossmodal_correspondence
+2,23,244,2.920742130279541,,,,,TSFA-multiply,crossmodal_correspondence
+2,24,244,2.9115087747573853,,,,,TSFA-multiply,crossmodal_correspondence
+2,25,244,2.9093908071517944,,,,,TSFA-multiply,crossmodal_correspondence
+2,26,244,2.903820848464966,,,,,TSFA-multiply,crossmodal_correspondence
+2,27,244,2.897196865081787,,,,,TSFA-multiply,crossmodal_correspondence
+2,28,244,2.896239995956421,,,,,TSFA-multiply,crossmodal_correspondence
+2,29,244,2.88445143699646,,,,,TSFA-multiply,crossmodal_correspondence
+2,30,244,2.877385067939758,,,,,TSFA-multiply,crossmodal_correspondence
+2,31,244,2.8714793920516968,,,,,TSFA-multiply,crossmodal_correspondence
+2,32,244,2.8619338035583497,,,,,TSFA-multiply,crossmodal_correspondence
+2,33,244,2.856304144859314,,,,,TSFA-multiply,crossmodal_correspondence
+2,34,244,2.8487914323806764,,,,,TSFA-multiply,crossmodal_correspondence
+2,35,244,2.8478432655334474,,,,,TSFA-multiply,crossmodal_correspondence
+2,36,244,2.8411786556243896,,,,,TSFA-multiply,crossmodal_correspondence
+2,37,244,2.842289090156555,,,,,TSFA-multiply,crossmodal_correspondence
+2,38,244,2.8343692779541017,,,,,TSFA-multiply,crossmodal_correspondence
+2,39,244,2.833506155014038,,,,,TSFA-multiply,crossmodal_correspondence
+2,40,244,2.826709771156311,,,,,TSFA-multiply,crossmodal_correspondence
+2,1,244,4.019998908042908,,,,,TSFA-random,crossmodal_correspondence
+2,2,244,3.754907655715942,,,,,TSFA-random,crossmodal_correspondence
+2,3,244,3.6612739324569703,,,,,TSFA-random,crossmodal_correspondence
+2,4,244,3.6069302797317504,,,,,TSFA-random,crossmodal_correspondence
+2,5,244,3.5703823566436768,,,,,TSFA-random,crossmodal_correspondence
+2,6,244,3.538557744026184,,,,,TSFA-random,crossmodal_correspondence
+2,7,244,3.5166415214538573,,,,,TSFA-random,crossmodal_correspondence
+2,8,244,3.498586058616638,,,,,TSFA-random,crossmodal_correspondence
+2,9,244,3.4827036619186402,,,,,TSFA-random,crossmodal_correspondence
+2,10,244,3.4704537630081176,,,,,TSFA-random,crossmodal_correspondence
+2,11,244,3.457920265197754,,,,,TSFA-random,crossmodal_correspondence
+2,12,244,3.448728847503662,,,,,TSFA-random,crossmodal_correspondence
+2,13,244,3.4393470764160154,,,,,TSFA-random,crossmodal_correspondence
+2,14,244,3.4329283475875854,,,,,TSFA-random,crossmodal_correspondence
+2,15,244,3.4254942655563356,,,,,TSFA-random,crossmodal_correspondence
+2,16,244,3.4197078227996824,,,,,TSFA-random,crossmodal_correspondence
+2,17,244,3.4150306224822997,,,,,TSFA-random,crossmodal_correspondence
+2,18,244,3.407963442802429,,,,,TSFA-random,crossmodal_correspondence
+2,19,244,3.4043500661849975,,,,,TSFA-random,crossmodal_correspondence
+2,20,244,3.3992231130599975,,,,,TSFA-random,crossmodal_correspondence
+2,21,244,3.3964794874191284,,,,,TSFA-random,crossmodal_correspondence
+2,22,244,3.3925881147384644,,,,,TSFA-random,crossmodal_correspondence
+2,23,244,3.39071524143219,,,,,TSFA-random,crossmodal_correspondence
+2,24,244,3.3869272470474243,,,,,TSFA-random,crossmodal_correspondence
+2,25,244,3.3875462293624876,,,,,TSFA-random,crossmodal_correspondence
+2,26,244,3.386524510383606,,,,,TSFA-random,crossmodal_correspondence
+2,27,244,3.3823423385620117,,,,,TSFA-random,crossmodal_correspondence
+2,28,244,3.378969931602478,,,,,TSFA-random,crossmodal_correspondence
+2,29,244,3.3753457069396973,,,,,TSFA-random,crossmodal_correspondence
+2,30,244,3.374318790435791,,,,,TSFA-random,crossmodal_correspondence
+2,31,244,3.3714885234832765,,,,,TSFA-random,crossmodal_correspondence
+2,32,244,3.3673192977905275,,,,,TSFA-random,crossmodal_correspondence
+2,33,244,3.366563081741333,,,,,TSFA-random,crossmodal_correspondence
+2,34,244,3.3652278423309325,,,,,TSFA-random,crossmodal_correspondence
+2,35,244,3.364068555831909,,,,,TSFA-random,crossmodal_correspondence
+2,36,244,3.364275598526001,,,,,TSFA-random,crossmodal_correspondence
+2,37,244,3.3642940521240234,,,,,TSFA-random,crossmodal_correspondence
+2,38,244,3.3614556312561037,,,,,TSFA-random,crossmodal_correspondence
+2,39,244,3.3595160484313964,,,,,TSFA-random,crossmodal_correspondence
+2,40,244,3.357207202911377,,,,,TSFA-random,crossmodal_correspondence
+2,1,244,3.915799307823181,,,,,TSFA-global,crossmodal_correspondence
+2,2,244,3.558421516418457,,,,,TSFA-global,crossmodal_correspondence
+2,3,244,3.420293426513672,,,,,TSFA-global,crossmodal_correspondence
+2,4,244,3.3315135717391966,,,,,TSFA-global,crossmodal_correspondence
+2,5,244,3.2606110095977785,,,,,TSFA-global,crossmodal_correspondence
+2,6,244,3.207469034194946,,,,,TSFA-global,crossmodal_correspondence
+2,7,244,3.1638020515441894,,,,,TSFA-global,crossmodal_correspondence
+2,8,244,3.130166935920715,,,,,TSFA-global,crossmodal_correspondence
+2,9,244,3.0970372438430784,,,,,TSFA-global,crossmodal_correspondence
+2,10,244,3.0711724042892454,,,,,TSFA-global,crossmodal_correspondence
+2,11,244,3.0480225801467897,,,,,TSFA-global,crossmodal_correspondence
+2,12,244,3.029321575164795,,,,,TSFA-global,crossmodal_correspondence
+2,13,244,3.0113561153411865,,,,,TSFA-global,crossmodal_correspondence
+2,14,244,2.9960161685943603,,,,,TSFA-global,crossmodal_correspondence
+2,15,244,2.9829376459121706,,,,,TSFA-global,crossmodal_correspondence
+2,16,244,2.9663124322891234,,,,,TSFA-global,crossmodal_correspondence
+2,17,244,2.9609527349472047,,,,,TSFA-global,crossmodal_correspondence
+2,18,244,2.9498940467834474,,,,,TSFA-global,crossmodal_correspondence
+2,19,244,2.9405240535736086,,,,,TSFA-global,crossmodal_correspondence
+2,20,244,2.9492427349090575,,,,,TSFA-global,crossmodal_correspondence
+2,21,244,2.942986583709717,,,,,TSFA-global,crossmodal_correspondence
+2,22,244,2.9236252784729,,,,,TSFA-global,crossmodal_correspondence
+2,23,244,2.927630090713501,,,,,TSFA-global,crossmodal_correspondence
+2,24,244,2.9079117298126222,,,,,TSFA-global,crossmodal_correspondence
+2,25,244,2.896199631690979,,,,,TSFA-global,crossmodal_correspondence
+2,26,244,2.9050638675689697,,,,,TSFA-global,crossmodal_correspondence
+2,27,244,2.8978926658630373,,,,,TSFA-global,crossmodal_correspondence
+2,28,244,2.8857494831085204,,,,,TSFA-global,crossmodal_correspondence
+2,29,244,2.8746881008148195,,,,,TSFA-global,crossmodal_correspondence
+2,30,244,2.8709049940109255,,,,,TSFA-global,crossmodal_correspondence
+2,31,244,2.8665329217910767,,,,,TSFA-global,crossmodal_correspondence
+2,32,244,2.860466170310974,,,,,TSFA-global,crossmodal_correspondence
+2,33,244,2.8565505504608155,,,,,TSFA-global,crossmodal_correspondence
+2,34,244,2.853078293800354,,,,,TSFA-global,crossmodal_correspondence
+2,35,244,2.8512781381607057,,,,,TSFA-global,crossmodal_correspondence
+2,36,244,2.8611812591552734,,,,,TSFA-global,crossmodal_correspondence
+2,37,244,2.8586858987808226,,,,,TSFA-global,crossmodal_correspondence
+2,38,244,2.8441651344299315,,,,,TSFA-global,crossmodal_correspondence
+2,39,244,2.8510729551315306,,,,,TSFA-global,crossmodal_correspondence
+2,40,244,2.842975378036499,,,,,TSFA-global,crossmodal_correspondence
+3,1,345,1.9945195198059082,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,2,345,1.9537695527076722,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,3,345,1.9363520383834838,0,0,1.7881393432617188e-07,1.7881393432617188e-07,,
+3,4,345,1.9247099041938782,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,5,345,1.9124690771102906,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,6,345,1.8978749871253968,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,7,345,1.8826565146446228,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,8,345,1.8651840686798096,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+3,9,345,1.8443254351615905,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,10,345,1.8226981043815613,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,11,345,1.8036806464195252,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,12,345,1.787088429927826,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,13,345,1.7700914025306702,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,14,345,1.756031596660614,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,15,345,1.7431451678276062,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,16,345,1.731371247768402,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,17,345,1.7167091012001037,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,18,345,1.7026151776313783,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,19,345,1.6901184678077699,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+3,20,345,1.6807210803031922,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,21,345,1.6725769519805909,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+3,22,345,1.6670288681983947,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,23,345,1.6554301142692567,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,24,345,1.6431589484214784,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,25,345,1.6358498811721802,0,0,2.384185791015625e-07,2.384185791015625e-07,,
+3,26,345,1.6271326661109924,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+3,27,345,1.6178149580955505,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+3,28,345,1.6142879128456116,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,29,345,1.6066944241523742,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,30,345,1.596798849105835,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+3,31,345,1.591878879070282,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,32,345,1.586016047000885,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,33,345,1.5791521310806274,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,34,345,1.57097487449646,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,35,345,1.569072151184082,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,36,345,1.5706396341323852,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,37,345,1.5608869194984436,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,38,345,1.559709870815277,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,39,345,1.548144805431366,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,40,345,1.5408096790313721,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+3,1,345,4.028589487075806,,,,,M3_noSourceTime,crossmodal_correspondence
+3,2,345,3.7054374694824217,,,,,M3_noSourceTime,crossmodal_correspondence
+3,3,345,3.542181611061096,,,,,M3_noSourceTime,crossmodal_correspondence
+3,4,345,3.4151381254196167,,,,,M3_noSourceTime,crossmodal_correspondence
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+3,6,345,3.2225043773651123,,,,,M3_noSourceTime,crossmodal_correspondence
+3,7,345,3.146930980682373,,,,,M3_noSourceTime,crossmodal_correspondence
+3,8,345,3.0814246416091917,,,,,M3_noSourceTime,crossmodal_correspondence
+3,9,345,3.0197688817977903,,,,,M3_noSourceTime,crossmodal_correspondence
+3,10,345,2.9643197298049926,,,,,M3_noSourceTime,crossmodal_correspondence
+3,11,345,2.917342734336853,,,,,M3_noSourceTime,crossmodal_correspondence
+3,12,345,2.876351237297058,,,,,M3_noSourceTime,crossmodal_correspondence
+3,13,345,2.8413994312286377,,,,,M3_noSourceTime,crossmodal_correspondence
+3,14,345,2.814124846458435,,,,,M3_noSourceTime,crossmodal_correspondence
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+3,16,345,2.7668331146240233,,,,,M3_noSourceTime,crossmodal_correspondence
+3,17,345,2.749101996421814,,,,,M3_noSourceTime,crossmodal_correspondence
+3,18,345,2.72280011177063,,,,,M3_noSourceTime,crossmodal_correspondence
+3,19,345,2.7052629709243776,,,,,M3_noSourceTime,crossmodal_correspondence
+3,20,345,2.6862608671188353,,,,,M3_noSourceTime,crossmodal_correspondence
+3,21,345,2.670339584350586,,,,,M3_noSourceTime,crossmodal_correspondence
+3,22,345,2.6486729621887206,,,,,M3_noSourceTime,crossmodal_correspondence
+3,23,345,2.6432236671447753,,,,,M3_noSourceTime,crossmodal_correspondence
+3,24,345,2.6298989057540894,,,,,M3_noSourceTime,crossmodal_correspondence
+3,25,345,2.607038640975952,,,,,M3_noSourceTime,crossmodal_correspondence
+3,26,345,2.5995141506195067,,,,,M3_noSourceTime,crossmodal_correspondence
+3,27,345,2.587404465675354,,,,,M3_noSourceTime,crossmodal_correspondence
+3,28,345,2.5879952192306517,,,,,M3_noSourceTime,crossmodal_correspondence
+3,29,345,2.5732483863830566,,,,,M3_noSourceTime,crossmodal_correspondence
+3,30,345,2.5654821395874023,,,,,M3_noSourceTime,crossmodal_correspondence
+3,31,345,2.559426689147949,,,,,M3_noSourceTime,crossmodal_correspondence
+3,32,345,2.5482285261154174,,,,,M3_noSourceTime,crossmodal_correspondence
+3,33,345,2.5348562955856324,,,,,M3_noSourceTime,crossmodal_correspondence
+3,34,345,2.527121567726135,,,,,M3_noSourceTime,crossmodal_correspondence
+3,35,345,2.5273982763290403,,,,,M3_noSourceTime,crossmodal_correspondence
+3,36,345,2.523438334465027,,,,,M3_noSourceTime,crossmodal_correspondence
+3,37,345,2.5122155427932737,,,,,M3_noSourceTime,crossmodal_correspondence
+3,38,345,2.5039337396621706,,,,,M3_noSourceTime,crossmodal_correspondence
+3,39,345,2.4936822175979616,,,,,M3_noSourceTime,crossmodal_correspondence
+3,40,345,2.4844043493270873,,,,,M3_noSourceTime,crossmodal_correspondence
+3,1,345,4.055616927146912,,,,,M3_sourceTime,crossmodal_correspondence
+3,2,345,3.879024028778076,,,,,M3_sourceTime,crossmodal_correspondence
+3,3,345,3.802577328681946,,,,,M3_sourceTime,crossmodal_correspondence
+3,4,345,3.7501309156417846,,,,,M3_sourceTime,crossmodal_correspondence
+3,5,345,3.712529158592224,,,,,M3_sourceTime,crossmodal_correspondence
+3,6,345,3.6722114086151123,,,,,M3_sourceTime,crossmodal_correspondence
+3,7,345,3.640517830848694,,,,,M3_sourceTime,crossmodal_correspondence
+3,8,345,3.6049985885620117,,,,,M3_sourceTime,crossmodal_correspondence
+3,9,345,3.572182321548462,,,,,M3_sourceTime,crossmodal_correspondence
+3,10,345,3.5351122856140136,,,,,M3_sourceTime,crossmodal_correspondence
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+3,12,345,3.4714587688446046,,,,,M3_sourceTime,crossmodal_correspondence
+3,13,345,3.4372480869293214,,,,,M3_sourceTime,crossmodal_correspondence
+3,14,345,3.4112134695053102,,,,,M3_sourceTime,crossmodal_correspondence
+3,15,345,3.385969638824463,,,,,M3_sourceTime,crossmodal_correspondence
+3,16,345,3.3663975477218626,,,,,M3_sourceTime,crossmodal_correspondence
+3,17,345,3.340381407737732,,,,,M3_sourceTime,crossmodal_correspondence
+3,18,345,3.3141122102737426,,,,,M3_sourceTime,crossmodal_correspondence
+3,19,345,3.2948355197906496,,,,,M3_sourceTime,crossmodal_correspondence
+3,20,345,3.27239511013031,,,,,M3_sourceTime,crossmodal_correspondence
+3,21,345,3.2487423419952393,,,,,M3_sourceTime,crossmodal_correspondence
+3,22,345,3.2295608043670656,,,,,M3_sourceTime,crossmodal_correspondence
+3,23,345,3.2174405574798586,,,,,M3_sourceTime,crossmodal_correspondence
+3,24,345,3.200930452346802,,,,,M3_sourceTime,crossmodal_correspondence
+3,25,345,3.1802077293395996,,,,,M3_sourceTime,crossmodal_correspondence
+3,26,345,3.1666746377944945,,,,,M3_sourceTime,crossmodal_correspondence
+3,27,345,3.152480220794678,,,,,M3_sourceTime,crossmodal_correspondence
+3,28,345,3.14616436958313,,,,,M3_sourceTime,crossmodal_correspondence
+3,29,345,3.129031753540039,,,,,M3_sourceTime,crossmodal_correspondence
+3,30,345,3.1207754850387572,,,,,M3_sourceTime,crossmodal_correspondence
+3,31,345,3.103534293174744,,,,,M3_sourceTime,crossmodal_correspondence
+3,32,345,3.1028836965560913,,,,,M3_sourceTime,crossmodal_correspondence
+3,33,345,3.083736205101013,,,,,M3_sourceTime,crossmodal_correspondence
+3,34,345,3.0778055429458617,,,,,M3_sourceTime,crossmodal_correspondence
+3,35,345,3.067366290092468,,,,,M3_sourceTime,crossmodal_correspondence
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+3,1,345,4.047024297714233,,,,,M4_sourceTime,crossmodal_correspondence
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+3,3,345,3.806421327590942,,,,,M4_sourceTime,crossmodal_correspondence
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+3,7,345,3.645717191696167,,,,,M4_sourceTime,crossmodal_correspondence
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+3,1,675,0.03333934023976326,,,,,M4_sourceTime,shifted_reconstruction
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+3,17,675,0.017742708791047335,,,,,M4_sourceTime,shifted_reconstruction
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+3,22,675,0.016138637065887453,,,,,M4_sourceTime,shifted_reconstruction
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+3,30,675,0.014551767427474261,,,,,M4_sourceTime,shifted_reconstruction
+3,31,675,0.014317835494875909,,,,,M4_sourceTime,shifted_reconstruction
+3,32,675,0.013982477970421315,,,,,M4_sourceTime,shifted_reconstruction
+3,33,675,0.013651351537555456,,,,,M4_sourceTime,shifted_reconstruction
+3,34,675,0.013494364731013776,,,,,M4_sourceTime,shifted_reconstruction
+3,35,675,0.013384321331977844,,,,,M4_sourceTime,shifted_reconstruction
+3,36,675,0.013165800832211971,,,,,M4_sourceTime,shifted_reconstruction
+3,37,675,0.01293044639751315,,,,,M4_sourceTime,shifted_reconstruction
+3,38,675,0.012697118800133467,,,,,M4_sourceTime,shifted_reconstruction
+3,39,675,0.012551856972277165,,,,,M4_sourceTime,shifted_reconstruction
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+3,1,345,4.042110443115234,,,,,TSFA-main,crossmodal_correspondence
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+3,1,675,0.051200705394148824,,,,,TSFA-main,shifted_reconstruction
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+3,1,345,4.045605087280274,,,,,TSFA-multiply,crossmodal_correspondence
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+3,7,345,3.172776126861572,,,,,TSFA-global,crossmodal_correspondence
+3,8,345,3.1392891645431518,,,,,TSFA-global,crossmodal_correspondence
+3,9,345,3.1082444190979004,,,,,TSFA-global,crossmodal_correspondence
+3,10,345,3.085214138031006,,,,,TSFA-global,crossmodal_correspondence
+3,11,345,3.0600045204162596,,,,,TSFA-global,crossmodal_correspondence
+3,12,345,3.0430068969726562,,,,,TSFA-global,crossmodal_correspondence
+3,13,345,3.0271137714385987,,,,,TSFA-global,crossmodal_correspondence
+3,14,345,3.008639097213745,,,,,TSFA-global,crossmodal_correspondence
+3,15,345,2.9950231313705444,,,,,TSFA-global,crossmodal_correspondence
+3,16,345,2.9916716814041138,,,,,TSFA-global,crossmodal_correspondence
+3,17,345,2.9826066970825194,,,,,TSFA-global,crossmodal_correspondence
+3,18,345,2.968794083595276,,,,,TSFA-global,crossmodal_correspondence
+3,19,345,2.9579129457473754,,,,,TSFA-global,crossmodal_correspondence
+3,20,345,2.9495954513549805,,,,,TSFA-global,crossmodal_correspondence
+3,21,345,2.948621225357056,,,,,TSFA-global,crossmodal_correspondence
+3,22,345,2.9534764289855957,,,,,TSFA-global,crossmodal_correspondence
+3,23,345,2.9382242918014527,,,,,TSFA-global,crossmodal_correspondence
+3,24,345,2.929712414741516,,,,,TSFA-global,crossmodal_correspondence
+3,25,345,2.918141746520996,,,,,TSFA-global,crossmodal_correspondence
+3,26,345,2.9107099771499634,,,,,TSFA-global,crossmodal_correspondence
+3,27,345,2.904640960693359,,,,,TSFA-global,crossmodal_correspondence
+3,28,345,2.9034544229507446,,,,,TSFA-global,crossmodal_correspondence
+3,29,345,2.8983097314834594,,,,,TSFA-global,crossmodal_correspondence
+3,30,345,2.893224096298218,,,,,TSFA-global,crossmodal_correspondence
+3,31,345,2.889311933517456,,,,,TSFA-global,crossmodal_correspondence
+3,32,345,2.8875160694122313,,,,,TSFA-global,crossmodal_correspondence
+3,33,345,2.8809458732604982,,,,,TSFA-global,crossmodal_correspondence
+3,34,345,2.874762034416199,,,,,TSFA-global,crossmodal_correspondence
+3,35,345,2.8791821002960205,,,,,TSFA-global,crossmodal_correspondence
+3,36,345,2.8705032587051393,,,,,TSFA-global,crossmodal_correspondence
+3,37,345,2.8654189586639403,,,,,TSFA-global,crossmodal_correspondence
+3,38,345,2.867842507362366,,,,,TSFA-global,crossmodal_correspondence
+3,39,345,2.8571930885314942,,,,,TSFA-global,crossmodal_correspondence
+3,40,345,2.8609905004501344,,,,,TSFA-global,crossmodal_correspondence
+4,1,446,1.9855534553527832,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,2,446,1.951131284236908,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,3,446,1.932066810131073,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,4,446,1.9162692189216615,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,5,446,1.9010586977005004,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,6,446,1.880686390399933,0,0,2.384185791015625e-07,2.384185791015625e-07,,
+4,7,446,1.862107789516449,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,8,446,1.8411206007003784,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,9,446,1.822505486011505,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,10,446,1.801130509376526,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,11,446,1.7844959616661071,0,0,1.7881393432617188e-07,1.7881393432617188e-07,,
+4,12,446,1.7724701762199402,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+4,13,446,1.7523109912872314,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,14,446,1.7376803398132323,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,15,446,1.7259437084197997,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,16,446,1.7150183200836182,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,17,446,1.7004783153533936,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,18,446,1.688063108921051,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,19,446,1.6758171439170837,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+4,20,446,1.6658793210983276,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,21,446,1.6561146020889281,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+4,22,446,1.6480676651000976,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,23,446,1.6492188453674317,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+4,24,446,1.6408846616744994,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,25,446,1.6257812142372132,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,26,446,1.6192894339561463,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,27,446,1.6115302920341492,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,28,446,1.6100671887397766,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,29,446,1.6113340139389039,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,30,446,1.6107269525527954,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,31,446,1.6027264952659608,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,32,446,1.5917829513549804,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,33,446,1.583842933177948,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,34,446,1.5775013327598573,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+4,35,446,1.568820595741272,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,36,446,1.565171980857849,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,37,446,1.5547467947006226,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+4,38,446,1.5525318384170532,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,39,446,1.5518603086471559,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,40,446,1.5529168605804444,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+4,1,446,4.048259711265564,,,,,M3_noSourceTime,crossmodal_correspondence
+4,2,446,3.697498655319214,,,,,M3_noSourceTime,crossmodal_correspondence
+4,3,446,3.515747237205505,,,,,M3_noSourceTime,crossmodal_correspondence
+4,4,446,3.390593647956848,,,,,M3_noSourceTime,crossmodal_correspondence
+4,5,446,3.29226701259613,,,,,M3_noSourceTime,crossmodal_correspondence
+4,6,446,3.208548331260681,,,,,M3_noSourceTime,crossmodal_correspondence
+4,7,446,3.1352574825286865,,,,,M3_noSourceTime,crossmodal_correspondence
+4,8,446,3.071382689476013,,,,,M3_noSourceTime,crossmodal_correspondence
+4,9,446,3.0096151351928713,,,,,M3_noSourceTime,crossmodal_correspondence
+4,10,446,2.968075323104858,,,,,M3_noSourceTime,crossmodal_correspondence
+4,11,446,2.9158586978912355,,,,,M3_noSourceTime,crossmodal_correspondence
+4,12,446,2.8742954254150392,,,,,M3_noSourceTime,crossmodal_correspondence
+4,13,446,2.841814398765564,,,,,M3_noSourceTime,crossmodal_correspondence
+4,14,446,2.8147828340530396,,,,,M3_noSourceTime,crossmodal_correspondence
+4,15,446,2.7817672729492187,,,,,M3_noSourceTime,crossmodal_correspondence
+4,16,446,2.7557046890258787,,,,,M3_noSourceTime,crossmodal_correspondence
+4,17,446,2.7281923294067383,,,,,M3_noSourceTime,crossmodal_correspondence
+4,18,446,2.7155720710754396,,,,,M3_noSourceTime,crossmodal_correspondence
+4,19,446,2.690407919883728,,,,,M3_noSourceTime,crossmodal_correspondence
+4,20,446,2.6687372446060182,,,,,M3_noSourceTime,crossmodal_correspondence
+4,21,446,2.6590317726135253,,,,,M3_noSourceTime,crossmodal_correspondence
+4,22,446,2.6399092197418215,,,,,M3_noSourceTime,crossmodal_correspondence
+4,23,446,2.6408499479293823,,,,,M3_noSourceTime,crossmodal_correspondence
+4,24,446,2.6243057012557984,,,,,M3_noSourceTime,crossmodal_correspondence
+4,25,446,2.611248588562012,,,,,M3_noSourceTime,crossmodal_correspondence
+4,26,446,2.59577534198761,,,,,M3_noSourceTime,crossmodal_correspondence
+4,27,446,2.6003820419311525,,,,,M3_noSourceTime,crossmodal_correspondence
+4,28,446,2.586138105392456,,,,,M3_noSourceTime,crossmodal_correspondence
+4,29,446,2.566662883758545,,,,,M3_noSourceTime,crossmodal_correspondence
+4,30,446,2.5737512826919557,,,,,M3_noSourceTime,crossmodal_correspondence
+4,31,446,2.5537227630615233,,,,,M3_noSourceTime,crossmodal_correspondence
+4,32,446,2.5462992906570436,,,,,M3_noSourceTime,crossmodal_correspondence
+4,33,446,2.546617865562439,,,,,M3_noSourceTime,crossmodal_correspondence
+4,34,446,2.531108546257019,,,,,M3_noSourceTime,crossmodal_correspondence
+4,35,446,2.5230414152145384,,,,,M3_noSourceTime,crossmodal_correspondence
+4,36,446,2.5168553829193114,,,,,M3_noSourceTime,crossmodal_correspondence
+4,37,446,2.51035737991333,,,,,M3_noSourceTime,crossmodal_correspondence
+4,38,446,2.5106130123138426,,,,,M3_noSourceTime,crossmodal_correspondence
+4,39,446,2.5021318197250366,,,,,M3_noSourceTime,crossmodal_correspondence
+4,40,446,2.490553092956543,,,,,M3_noSourceTime,crossmodal_correspondence
+4,1,446,4.09594407081604,,,,,M3_sourceTime,crossmodal_correspondence
+4,2,446,3.9036651611328126,,,,,M3_sourceTime,crossmodal_correspondence
+4,3,446,3.826525259017944,,,,,M3_sourceTime,crossmodal_correspondence
+4,4,446,3.762352466583252,,,,,M3_sourceTime,crossmodal_correspondence
+4,5,446,3.721043014526367,,,,,M3_sourceTime,crossmodal_correspondence
+4,6,446,3.6854113578796386,,,,,M3_sourceTime,crossmodal_correspondence
+4,7,446,3.650516223907471,,,,,M3_sourceTime,crossmodal_correspondence
+4,8,446,3.6190184593200683,,,,,M3_sourceTime,crossmodal_correspondence
+4,9,446,3.5833247423172,,,,,M3_sourceTime,crossmodal_correspondence
+4,10,446,3.5507571697235107,,,,,M3_sourceTime,crossmodal_correspondence
+4,11,446,3.5222959518432617,,,,,M3_sourceTime,crossmodal_correspondence
+4,12,446,3.4927438259124757,,,,,M3_sourceTime,crossmodal_correspondence
+4,13,446,3.4564812898635866,,,,,M3_sourceTime,crossmodal_correspondence
+4,14,446,3.434713363647461,,,,,M3_sourceTime,crossmodal_correspondence
+4,15,446,3.4006715059280395,,,,,M3_sourceTime,crossmodal_correspondence
+4,16,446,3.375680708885193,,,,,M3_sourceTime,crossmodal_correspondence
+4,17,446,3.3505488634109497,,,,,M3_sourceTime,crossmodal_correspondence
+4,18,446,3.328399109840393,,,,,M3_sourceTime,crossmodal_correspondence
+4,19,446,3.3106921434402468,,,,,M3_sourceTime,crossmodal_correspondence
+4,20,446,3.2883048057556152,,,,,M3_sourceTime,crossmodal_correspondence
+4,21,446,3.274599242210388,,,,,M3_sourceTime,crossmodal_correspondence
+4,22,446,3.2554465532302856,,,,,M3_sourceTime,crossmodal_correspondence
+4,23,446,3.24193160533905,,,,,M3_sourceTime,crossmodal_correspondence
+4,24,446,3.2259730100631714,,,,,M3_sourceTime,crossmodal_correspondence
+4,25,446,3.201460671424866,,,,,M3_sourceTime,crossmodal_correspondence
+4,26,446,3.191634464263916,,,,,M3_sourceTime,crossmodal_correspondence
+4,27,446,3.1755242586135863,,,,,M3_sourceTime,crossmodal_correspondence
+4,28,446,3.1604361295700074,,,,,M3_sourceTime,crossmodal_correspondence
+4,29,446,3.155973124504089,,,,,M3_sourceTime,crossmodal_correspondence
+4,30,446,3.1372219800949095,,,,,M3_sourceTime,crossmodal_correspondence
+4,31,446,3.1251856088638306,,,,,M3_sourceTime,crossmodal_correspondence
+4,32,446,3.1153242349624635,,,,,M3_sourceTime,crossmodal_correspondence
+4,33,446,3.1011255502700807,,,,,M3_sourceTime,crossmodal_correspondence
+4,34,446,3.085455369949341,,,,,M3_sourceTime,crossmodal_correspondence
+4,35,446,3.079754090309143,,,,,M3_sourceTime,crossmodal_correspondence
+4,36,446,3.076241135597229,,,,,M3_sourceTime,crossmodal_correspondence
+4,37,446,3.0743295431137083,,,,,M3_sourceTime,crossmodal_correspondence
+4,38,446,3.0587220191955566,,,,,M3_sourceTime,crossmodal_correspondence
+4,39,446,3.0424685716629027,,,,,M3_sourceTime,crossmodal_correspondence
+4,40,446,3.0427724599838255,,,,,M3_sourceTime,crossmodal_correspondence
+4,1,446,4.001760196685791,,,,,M4_sourceTime,crossmodal_correspondence
+4,2,446,3.829242396354675,,,,,M4_sourceTime,crossmodal_correspondence
+4,3,446,3.752560591697693,,,,,M4_sourceTime,crossmodal_correspondence
+4,4,446,3.6955048084259032,,,,,M4_sourceTime,crossmodal_correspondence
+4,5,446,3.6553780317306517,,,,,M4_sourceTime,crossmodal_correspondence
+4,6,446,3.6175922632217405,,,,,M4_sourceTime,crossmodal_correspondence
+4,7,446,3.5852557897567747,,,,,M4_sourceTime,crossmodal_correspondence
+4,8,446,3.5510754108428957,,,,,M4_sourceTime,crossmodal_correspondence
+4,9,446,3.514733076095581,,,,,M4_sourceTime,crossmodal_correspondence
+4,10,446,3.4807796239852906,,,,,M4_sourceTime,crossmodal_correspondence
+4,11,446,3.446680998802185,,,,,M4_sourceTime,crossmodal_correspondence
+4,12,446,3.414143419265747,,,,,M4_sourceTime,crossmodal_correspondence
+4,13,446,3.3805108308792113,,,,,M4_sourceTime,crossmodal_correspondence
+4,14,446,3.3535502433776854,,,,,M4_sourceTime,crossmodal_correspondence
+4,15,446,3.322907257080078,,,,,M4_sourceTime,crossmodal_correspondence
+4,16,446,3.2977048635482786,,,,,M4_sourceTime,crossmodal_correspondence
+4,17,446,3.2705733299255373,,,,,M4_sourceTime,crossmodal_correspondence
+4,18,446,3.250213861465454,,,,,M4_sourceTime,crossmodal_correspondence
+4,19,446,3.228393244743347,,,,,M4_sourceTime,crossmodal_correspondence
+4,20,446,3.2082528352737425,,,,,M4_sourceTime,crossmodal_correspondence
+4,21,446,3.2064229011535645,,,,,M4_sourceTime,crossmodal_correspondence
+4,22,446,3.1856354236602784,,,,,M4_sourceTime,crossmodal_correspondence
+4,23,446,3.169790434837341,,,,,M4_sourceTime,crossmodal_correspondence
+4,24,446,3.1468998193740845,,,,,M4_sourceTime,crossmodal_correspondence
+4,25,446,3.1335962772369386,,,,,M4_sourceTime,crossmodal_correspondence
+4,26,446,3.1270665645599367,,,,,M4_sourceTime,crossmodal_correspondence
+4,27,446,3.1098888397216795,,,,,M4_sourceTime,crossmodal_correspondence
+4,28,446,3.1011531591415404,,,,,M4_sourceTime,crossmodal_correspondence
+4,29,446,3.0904674768447875,,,,,M4_sourceTime,crossmodal_correspondence
+4,30,446,3.077009129524231,,,,,M4_sourceTime,crossmodal_correspondence
+4,31,446,3.0690719366073607,,,,,M4_sourceTime,crossmodal_correspondence
+4,32,446,3.053670358657837,,,,,M4_sourceTime,crossmodal_correspondence
+4,33,446,3.040979743003845,,,,,M4_sourceTime,crossmodal_correspondence
+4,34,446,3.028188443183899,,,,,M4_sourceTime,crossmodal_correspondence
+4,35,446,3.01880784034729,,,,,M4_sourceTime,crossmodal_correspondence
+4,36,446,3.0101391792297365,,,,,M4_sourceTime,crossmodal_correspondence
+4,37,446,2.9994513750076295,,,,,M4_sourceTime,crossmodal_correspondence
+4,38,446,2.99398295879364,,,,,M4_sourceTime,crossmodal_correspondence
+4,39,446,2.982408308982849,,,,,M4_sourceTime,crossmodal_correspondence
+4,40,446,2.983977198600769,,,,,M4_sourceTime,crossmodal_correspondence
+4,1,886,0.03333798199892044,,,,,M4_sourceTime,shifted_reconstruction
+4,2,886,0.029646356776356696,,,,,M4_sourceTime,shifted_reconstruction
+4,3,886,0.02757146116346121,,,,,M4_sourceTime,shifted_reconstruction
+4,4,886,0.025874709896743297,,,,,M4_sourceTime,shifted_reconstruction
+4,5,886,0.02447742074728012,,,,,M4_sourceTime,shifted_reconstruction
+4,6,886,0.02322610542178154,,,,,M4_sourceTime,shifted_reconstruction
+4,7,886,0.02207152284681797,,,,,M4_sourceTime,shifted_reconstruction
+4,8,886,0.021182991191744806,,,,,M4_sourceTime,shifted_reconstruction
+4,9,886,0.020390875823795795,,,,,M4_sourceTime,shifted_reconstruction
+4,10,886,0.01964891515672207,,,,,M4_sourceTime,shifted_reconstruction
+4,11,886,0.019247863441705704,,,,,M4_sourceTime,shifted_reconstruction
+4,12,886,0.018648284673690795,,,,,M4_sourceTime,shifted_reconstruction
+4,13,886,0.018290087580680847,,,,,M4_sourceTime,shifted_reconstruction
+4,14,886,0.01781593058258295,,,,,M4_sourceTime,shifted_reconstruction
+4,15,886,0.017424821760505436,,,,,M4_sourceTime,shifted_reconstruction
+4,16,886,0.017162799183279277,,,,,M4_sourceTime,shifted_reconstruction
+4,17,886,0.016902916692197324,,,,,M4_sourceTime,shifted_reconstruction
+4,18,886,0.016658854950219393,,,,,M4_sourceTime,shifted_reconstruction
+4,19,886,0.016472658421844245,,,,,M4_sourceTime,shifted_reconstruction
+4,20,886,0.01671173833310604,,,,,M4_sourceTime,shifted_reconstruction
+4,21,886,0.015883449744433165,,,,,M4_sourceTime,shifted_reconstruction
+4,22,886,0.015633026044815777,,,,,M4_sourceTime,shifted_reconstruction
+4,23,886,0.015312351379543543,,,,,M4_sourceTime,shifted_reconstruction
+4,24,886,0.014974583219736815,,,,,M4_sourceTime,shifted_reconstruction
+4,25,886,0.014822409208863973,,,,,M4_sourceTime,shifted_reconstruction
+4,26,886,0.014592311531305312,,,,,M4_sourceTime,shifted_reconstruction
+4,27,886,0.01437661498785019,,,,,M4_sourceTime,shifted_reconstruction
+4,28,886,0.014148884918540716,,,,,M4_sourceTime,shifted_reconstruction
+4,29,886,0.013959537353366613,,,,,M4_sourceTime,shifted_reconstruction
+4,30,886,0.013677441328763962,,,,,M4_sourceTime,shifted_reconstruction
+4,31,886,0.01362666143104434,,,,,M4_sourceTime,shifted_reconstruction
+4,32,886,0.013570775836706161,,,,,M4_sourceTime,shifted_reconstruction
+4,33,886,0.013226760178804397,,,,,M4_sourceTime,shifted_reconstruction
+4,34,886,0.013053597323596478,,,,,M4_sourceTime,shifted_reconstruction
+4,35,886,0.012770378030836582,,,,,M4_sourceTime,shifted_reconstruction
+4,36,886,0.012655630242079496,,,,,M4_sourceTime,shifted_reconstruction
+4,37,886,0.012443573586642743,,,,,M4_sourceTime,shifted_reconstruction
+4,38,886,0.012310912925750017,,,,,M4_sourceTime,shifted_reconstruction
+4,39,886,0.012146570347249508,,,,,M4_sourceTime,shifted_reconstruction
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+4,1,446,3.978685665130615,,,,,TSFA-main,crossmodal_correspondence
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+5,34,547,1.5022343277931214,0,0,2.384185791015625e-07,2.384185791015625e-07,,
+5,35,547,1.5001877665519714,0,0,1.1920928955078125e-07,1.1920928955078125e-07,,
+5,36,547,1.490088403224945,0,0,1.7881393432617188e-07,1.7881393432617188e-07,,
+5,37,547,1.4830572485923768,0,0,1.7881393432617188e-07,1.7881393432617188e-07,,
+5,38,547,1.475379264354706,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+5,39,547,1.4706440329551698,0,0,2.384185791015625e-07,1.1920928955078125e-07,,
+5,40,547,1.4650270342826843,0,0,1.7881393432617188e-07,1.1920928955078125e-07,,
+5,1,547,3.9780433654785154,,,,,M3_noSourceTime,crossmodal_correspondence
+5,2,547,3.659089183807373,,,,,M3_noSourceTime,crossmodal_correspondence
+5,3,547,3.4879403829574587,,,,,M3_noSourceTime,crossmodal_correspondence
+5,4,547,3.366287183761597,,,,,M3_noSourceTime,crossmodal_correspondence
+5,5,547,3.266450786590576,,,,,M3_noSourceTime,crossmodal_correspondence
+5,6,547,3.1784685611724854,,,,,M3_noSourceTime,crossmodal_correspondence
+5,7,547,3.1055533409118654,,,,,M3_noSourceTime,crossmodal_correspondence
+5,8,547,3.0395105838775636,,,,,M3_noSourceTime,crossmodal_correspondence
+5,9,547,2.9825329303741457,,,,,M3_noSourceTime,crossmodal_correspondence
+5,10,547,2.9343862295150758,,,,,M3_noSourceTime,crossmodal_correspondence
+5,11,547,2.8813775062561033,,,,,M3_noSourceTime,crossmodal_correspondence
+5,12,547,2.8348876953125,,,,,M3_noSourceTime,crossmodal_correspondence
+5,13,547,2.8063825368881226,,,,,M3_noSourceTime,crossmodal_correspondence
+5,14,547,2.7791373252868654,,,,,M3_noSourceTime,crossmodal_correspondence
+5,15,547,2.752324175834656,,,,,M3_noSourceTime,crossmodal_correspondence
+5,16,547,2.7329473972320555,,,,,M3_noSourceTime,crossmodal_correspondence
+5,17,547,2.718031144142151,,,,,M3_noSourceTime,crossmodal_correspondence
+5,18,547,2.6939037084579467,,,,,M3_noSourceTime,crossmodal_correspondence
+5,19,547,2.669648623466492,,,,,M3_noSourceTime,crossmodal_correspondence
+5,20,547,2.656023955345154,,,,,M3_noSourceTime,crossmodal_correspondence
+5,21,547,2.6491596698760986,,,,,M3_noSourceTime,crossmodal_correspondence
+5,22,547,2.6318695545196533,,,,,M3_noSourceTime,crossmodal_correspondence
+5,23,547,2.62480571269989,,,,,M3_noSourceTime,crossmodal_correspondence
+5,24,547,2.6034978151321413,,,,,M3_noSourceTime,crossmodal_correspondence
+5,25,547,2.587163209915161,,,,,M3_noSourceTime,crossmodal_correspondence
+5,26,547,2.580327939987183,,,,,M3_noSourceTime,crossmodal_correspondence
+5,27,547,2.5626071453094483,,,,,M3_noSourceTime,crossmodal_correspondence
+5,28,547,2.5647706270217894,,,,,M3_noSourceTime,crossmodal_correspondence
+5,29,547,2.5515041828155516,,,,,M3_noSourceTime,crossmodal_correspondence
+5,30,547,2.538865351676941,,,,,M3_noSourceTime,crossmodal_correspondence
+5,31,547,2.526025414466858,,,,,M3_noSourceTime,crossmodal_correspondence
+5,32,547,2.5144001483917235,,,,,M3_noSourceTime,crossmodal_correspondence
+5,33,547,2.5057891845703124,,,,,M3_noSourceTime,crossmodal_correspondence
+5,34,547,2.4996627807617187,,,,,M3_noSourceTime,crossmodal_correspondence
+5,35,547,2.5008415937423707,,,,,M3_noSourceTime,crossmodal_correspondence
+5,36,547,2.4840768575668335,,,,,M3_noSourceTime,crossmodal_correspondence
+5,37,547,2.478676676750183,,,,,M3_noSourceTime,crossmodal_correspondence
+5,38,547,2.4650349617004395,,,,,M3_noSourceTime,crossmodal_correspondence
+5,39,547,2.458947038650513,,,,,M3_noSourceTime,crossmodal_correspondence
+5,40,547,2.4614609718322753,,,,,M3_noSourceTime,crossmodal_correspondence
+5,1,547,4.025656294822693,,,,,M3_sourceTime,crossmodal_correspondence
+5,2,547,3.855453538894653,,,,,M3_sourceTime,crossmodal_correspondence
+5,3,547,3.773189401626587,,,,,M3_sourceTime,crossmodal_correspondence
+5,4,547,3.7185585498809814,,,,,M3_sourceTime,crossmodal_correspondence
+5,5,547,3.6717655658721924,,,,,M3_sourceTime,crossmodal_correspondence
+5,6,547,3.6328895807266237,,,,,M3_sourceTime,crossmodal_correspondence
+5,7,547,3.593583583831787,,,,,M3_sourceTime,crossmodal_correspondence
+5,8,547,3.562347102165222,,,,,M3_sourceTime,crossmodal_correspondence
+5,9,547,3.523828053474426,,,,,M3_sourceTime,crossmodal_correspondence
+5,10,547,3.490601372718811,,,,,M3_sourceTime,crossmodal_correspondence
+5,11,547,3.455177116394043,,,,,M3_sourceTime,crossmodal_correspondence
+5,12,547,3.4180675745010376,,,,,M3_sourceTime,crossmodal_correspondence
+5,13,547,3.3948014974594116,,,,,M3_sourceTime,crossmodal_correspondence
+5,14,547,3.356830096244812,,,,,M3_sourceTime,crossmodal_correspondence
+5,15,547,3.3296265840530395,,,,,M3_sourceTime,crossmodal_correspondence
+5,16,547,3.299884223937988,,,,,M3_sourceTime,crossmodal_correspondence
+5,17,547,3.283172130584717,,,,,M3_sourceTime,crossmodal_correspondence
+5,18,547,3.2618213415145876,,,,,M3_sourceTime,crossmodal_correspondence
+5,19,547,3.2354998111724855,,,,,M3_sourceTime,crossmodal_correspondence
+5,20,547,3.212129020690918,,,,,M3_sourceTime,crossmodal_correspondence
+5,21,547,3.2047057867050173,,,,,M3_sourceTime,crossmodal_correspondence
+5,22,547,3.1876245737075806,,,,,M3_sourceTime,crossmodal_correspondence
+5,23,547,3.1652737855911255,,,,,M3_sourceTime,crossmodal_correspondence
+5,24,547,3.1507968425750734,,,,,M3_sourceTime,crossmodal_correspondence
+5,25,547,3.1372729301452638,,,,,M3_sourceTime,crossmodal_correspondence
+5,26,547,3.116838216781616,,,,,M3_sourceTime,crossmodal_correspondence
+5,27,547,3.1005015134811402,,,,,M3_sourceTime,crossmodal_correspondence
+5,28,547,3.0851884365081785,,,,,M3_sourceTime,crossmodal_correspondence
+5,29,547,3.079425644874573,,,,,M3_sourceTime,crossmodal_correspondence
+5,30,547,3.0628090381622313,,,,,M3_sourceTime,crossmodal_correspondence
+5,31,547,3.0491023540496824,,,,,M3_sourceTime,crossmodal_correspondence
+5,32,547,3.042745304107666,,,,,M3_sourceTime,crossmodal_correspondence
+5,33,547,3.0343780279159547,,,,,M3_sourceTime,crossmodal_correspondence
+5,34,547,3.023191046714783,,,,,M3_sourceTime,crossmodal_correspondence
+5,35,547,3.0088122606277468,,,,,M3_sourceTime,crossmodal_correspondence
+5,36,547,2.997936511039734,,,,,M3_sourceTime,crossmodal_correspondence
+5,37,547,2.9882227420806884,,,,,M3_sourceTime,crossmodal_correspondence
+5,38,547,2.972441554069519,,,,,M3_sourceTime,crossmodal_correspondence
+5,39,547,2.9662036895751953,,,,,M3_sourceTime,crossmodal_correspondence
+5,40,547,2.956159257888794,,,,,M3_sourceTime,crossmodal_correspondence
+5,1,547,4.0495717287063595,,,,,M4_sourceTime,crossmodal_correspondence
+5,2,547,3.8658109426498415,,,,,M4_sourceTime,crossmodal_correspondence
+5,3,547,3.7839755773544312,,,,,M4_sourceTime,crossmodal_correspondence
+5,4,547,3.7375252723693846,,,,,M4_sourceTime,crossmodal_correspondence
+5,5,547,3.690187382698059,,,,,M4_sourceTime,crossmodal_correspondence
+5,6,547,3.6559710264205934,,,,,M4_sourceTime,crossmodal_correspondence
+5,7,547,3.6218649625778196,,,,,M4_sourceTime,crossmodal_correspondence
+5,8,547,3.5816299676895142,,,,,M4_sourceTime,crossmodal_correspondence
+5,9,547,3.5455053806304933,,,,,M4_sourceTime,crossmodal_correspondence
+5,10,547,3.506742739677429,,,,,M4_sourceTime,crossmodal_correspondence
+5,11,547,3.467491364479065,,,,,M4_sourceTime,crossmodal_correspondence
+5,12,547,3.425709295272827,,,,,M4_sourceTime,crossmodal_correspondence
+5,13,547,3.3931219816207885,,,,,M4_sourceTime,crossmodal_correspondence
+5,14,547,3.3550320148468016,,,,,M4_sourceTime,crossmodal_correspondence
+5,15,547,3.319951605796814,,,,,M4_sourceTime,crossmodal_correspondence
+5,16,547,3.2896801471710204,,,,,M4_sourceTime,crossmodal_correspondence
+5,17,547,3.271390914916992,,,,,M4_sourceTime,crossmodal_correspondence
+5,18,547,3.2477609157562255,,,,,M4_sourceTime,crossmodal_correspondence
+5,19,547,3.2210320949554445,,,,,M4_sourceTime,crossmodal_correspondence
+5,20,547,3.205761456489563,,,,,M4_sourceTime,crossmodal_correspondence
+5,21,547,3.1884297370910644,,,,,M4_sourceTime,crossmodal_correspondence
+5,22,547,3.1883610010147097,,,,,M4_sourceTime,crossmodal_correspondence
+5,23,547,3.153495454788208,,,,,M4_sourceTime,crossmodal_correspondence
+5,24,547,3.1362984657287596,,,,,M4_sourceTime,crossmodal_correspondence
+5,25,547,3.124697184562683,,,,,M4_sourceTime,crossmodal_correspondence
+5,26,547,3.1012003898620604,,,,,M4_sourceTime,crossmodal_correspondence
+5,27,547,3.0842744588851927,,,,,M4_sourceTime,crossmodal_correspondence
+5,28,547,3.070025110244751,,,,,M4_sourceTime,crossmodal_correspondence
+5,29,547,3.0590484142303467,,,,,M4_sourceTime,crossmodal_correspondence
+5,30,547,3.040591669082642,,,,,M4_sourceTime,crossmodal_correspondence
+5,31,547,3.028172016143799,,,,,M4_sourceTime,crossmodal_correspondence
+5,32,547,3.0257369756698607,,,,,M4_sourceTime,crossmodal_correspondence
+5,33,547,3.0103538751602175,,,,,M4_sourceTime,crossmodal_correspondence
+5,34,547,2.98945894241333,,,,,M4_sourceTime,crossmodal_correspondence
+5,35,547,2.982417631149292,,,,,M4_sourceTime,crossmodal_correspondence
+5,36,547,2.971847724914551,,,,,M4_sourceTime,crossmodal_correspondence
+5,37,547,2.962766098976135,,,,,M4_sourceTime,crossmodal_correspondence
+5,38,547,2.9543694496154784,,,,,M4_sourceTime,crossmodal_correspondence
+5,39,547,2.9446454763412477,,,,,M4_sourceTime,crossmodal_correspondence
+5,40,547,2.931813883781433,,,,,M4_sourceTime,crossmodal_correspondence
+5,1,1097,0.03299941401928663,,,,,M4_sourceTime,shifted_reconstruction
+5,2,1097,0.029767410643398762,,,,,M4_sourceTime,shifted_reconstruction
+5,3,1097,0.027888766489923,,,,,M4_sourceTime,shifted_reconstruction
+5,4,1097,0.026433472521603107,,,,,M4_sourceTime,shifted_reconstruction
+5,5,1097,0.025138191320002078,,,,,M4_sourceTime,shifted_reconstruction
+5,6,1097,0.0240362036973238,,,,,M4_sourceTime,shifted_reconstruction
+5,7,1097,0.022997986152768136,,,,,M4_sourceTime,shifted_reconstruction
+5,8,1097,0.02212253399193287,,,,,M4_sourceTime,shifted_reconstruction
+5,9,1097,0.021250460296869278,,,,,M4_sourceTime,shifted_reconstruction
+5,10,1097,0.02057610675692558,,,,,M4_sourceTime,shifted_reconstruction
+5,11,1097,0.020071700774133207,,,,,M4_sourceTime,shifted_reconstruction
+5,12,1097,0.019436319731175898,,,,,M4_sourceTime,shifted_reconstruction
+5,13,1097,0.019018140248954297,,,,,M4_sourceTime,shifted_reconstruction
+5,14,1097,0.018678738549351693,,,,,M4_sourceTime,shifted_reconstruction
+5,15,1097,0.018465918116271497,,,,,M4_sourceTime,shifted_reconstruction
+5,16,1097,0.01794678457081318,,,,,M4_sourceTime,shifted_reconstruction
+5,17,1097,0.01772990170866251,,,,,M4_sourceTime,shifted_reconstruction
+5,18,1097,0.01739867702126503,,,,,M4_sourceTime,shifted_reconstruction
+5,19,1097,0.01704965215176344,,,,,M4_sourceTime,shifted_reconstruction
+5,20,1097,0.01681674728170037,,,,,M4_sourceTime,shifted_reconstruction
+5,21,1097,0.016558183170855046,,,,,M4_sourceTime,shifted_reconstruction
+5,22,1097,0.016211767680943012,,,,,M4_sourceTime,shifted_reconstruction
+5,23,1097,0.01598066557198763,,,,,M4_sourceTime,shifted_reconstruction
+5,24,1097,0.01562698995694518,,,,,M4_sourceTime,shifted_reconstruction
+5,25,1097,0.015383224375545979,,,,,M4_sourceTime,shifted_reconstruction
+5,26,1097,0.01518000541254878,,,,,M4_sourceTime,shifted_reconstruction
+5,27,1097,0.014964874554425477,,,,,M4_sourceTime,shifted_reconstruction
+5,28,1097,0.014725587517023086,,,,,M4_sourceTime,shifted_reconstruction
+5,29,1097,0.014489889238029718,,,,,M4_sourceTime,shifted_reconstruction
+5,30,1097,0.014241746813058852,,,,,M4_sourceTime,shifted_reconstruction
+5,31,1097,0.014123857114464044,,,,,M4_sourceTime,shifted_reconstruction
+5,32,1097,0.013843061495572328,,,,,M4_sourceTime,shifted_reconstruction
+5,33,1097,0.013564443960785866,,,,,M4_sourceTime,shifted_reconstruction
+5,34,1097,0.013425421062856912,,,,,M4_sourceTime,shifted_reconstruction
+5,35,1097,0.01321785431355238,,,,,M4_sourceTime,shifted_reconstruction
+5,36,1097,0.012997603323310614,,,,,M4_sourceTime,shifted_reconstruction
+5,37,1097,0.012795053236186505,,,,,M4_sourceTime,shifted_reconstruction
+5,38,1097,0.012628855183720589,,,,,M4_sourceTime,shifted_reconstruction
+5,39,1097,0.01256460603326559,,,,,M4_sourceTime,shifted_reconstruction
+5,40,1097,0.012307833600789308,,,,,M4_sourceTime,shifted_reconstruction
+5,1,547,3.973406267166138,,,,,TSFA-main,crossmodal_correspondence
+5,2,547,3.6064059495925904,,,,,TSFA-main,crossmodal_correspondence
+5,3,547,3.452702021598816,,,,,TSFA-main,crossmodal_correspondence
+5,4,547,3.3659356355667116,,,,,TSFA-main,crossmodal_correspondence
+5,5,547,3.3001909971237184,,,,,TSFA-main,crossmodal_correspondence
+5,6,547,3.2430496215820312,,,,,TSFA-main,crossmodal_correspondence
+5,7,547,3.2030285358428956,,,,,TSFA-main,crossmodal_correspondence
+5,8,547,3.1653584241867065,,,,,TSFA-main,crossmodal_correspondence
+5,9,547,3.1350849151611326,,,,,TSFA-main,crossmodal_correspondence
+5,10,547,3.1066004276275634,,,,,TSFA-main,crossmodal_correspondence
+5,11,547,3.085753154754639,,,,,TSFA-main,crossmodal_correspondence
+5,12,547,3.0656741857528687,,,,,TSFA-main,crossmodal_correspondence
+5,13,547,3.0482535362243652,,,,,TSFA-main,crossmodal_correspondence
+5,14,547,3.0313400506973265,,,,,TSFA-main,crossmodal_correspondence
+5,15,547,3.0169240951538088,,,,,TSFA-main,crossmodal_correspondence
+5,16,547,3.0018242835998534,,,,,TSFA-main,crossmodal_correspondence
+5,17,547,2.989529609680176,,,,,TSFA-main,crossmodal_correspondence
+5,18,547,2.9777610540390014,,,,,TSFA-main,crossmodal_correspondence
+5,19,547,2.9633901357650756,,,,,TSFA-main,crossmodal_correspondence
+5,20,547,2.9523023128509522,,,,,TSFA-main,crossmodal_correspondence
+5,21,547,2.947052764892578,,,,,TSFA-main,crossmodal_correspondence
+5,22,547,2.9364219903945923,,,,,TSFA-main,crossmodal_correspondence
+5,23,547,2.9315712451934814,,,,,TSFA-main,crossmodal_correspondence
+5,24,547,2.922997784614563,,,,,TSFA-main,crossmodal_correspondence
+5,25,547,2.911657190322876,,,,,TSFA-main,crossmodal_correspondence
+5,26,547,2.907599353790283,,,,,TSFA-main,crossmodal_correspondence
+5,27,547,2.897390365600586,,,,,TSFA-main,crossmodal_correspondence
+5,28,547,2.8913650512695312,,,,,TSFA-main,crossmodal_correspondence
+5,29,547,2.884169340133667,,,,,TSFA-main,crossmodal_correspondence
+5,30,547,2.8793097257614138,,,,,TSFA-main,crossmodal_correspondence
+5,31,547,2.8756622076034546,,,,,TSFA-main,crossmodal_correspondence
+5,32,547,2.8682844400405885,,,,,TSFA-main,crossmodal_correspondence
+5,33,547,2.859629011154175,,,,,TSFA-main,crossmodal_correspondence
+5,34,547,2.8521524906158446,,,,,TSFA-main,crossmodal_correspondence
+5,35,547,2.850505995750427,,,,,TSFA-main,crossmodal_correspondence
+5,36,547,2.849343419075012,,,,,TSFA-main,crossmodal_correspondence
+5,37,547,2.8420817613601685,,,,,TSFA-main,crossmodal_correspondence
+5,38,547,2.83547682762146,,,,,TSFA-main,crossmodal_correspondence
+5,39,547,2.8323261976242065,,,,,TSFA-main,crossmodal_correspondence
+5,40,547,2.826079225540161,,,,,TSFA-main,crossmodal_correspondence
+5,1,1097,0.04677714258432388,,,,,TSFA-main,shifted_reconstruction
+5,2,1097,0.040423494204878806,,,,,TSFA-main,shifted_reconstruction
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+5,5,1097,0.03212256338447332,,,,,TSFA-main,shifted_reconstruction
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+5,11,1097,0.025874954462051392,,,,,TSFA-main,shifted_reconstruction
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+5,13,1097,0.024639756232500077,,,,,TSFA-main,shifted_reconstruction
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+5,15,1097,0.023690288700163365,,,,,TSFA-main,shifted_reconstruction
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+5,17,1097,0.02275195699185133,,,,,TSFA-main,shifted_reconstruction
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+5,20,1097,0.021459345147013663,,,,,TSFA-main,shifted_reconstruction
+5,21,1097,0.021091805398464204,,,,,TSFA-main,shifted_reconstruction
+5,22,1097,0.020662530325353146,,,,,TSFA-main,shifted_reconstruction
+5,23,1097,0.0203093983232975,,,,,TSFA-main,shifted_reconstruction
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+5,25,1097,0.019671560265123844,,,,,TSFA-main,shifted_reconstruction
+5,26,1097,0.01934111099690199,,,,,TSFA-main,shifted_reconstruction
+5,27,1097,0.01902190875262022,,,,,TSFA-main,shifted_reconstruction
+5,28,1097,0.018768262676894666,,,,,TSFA-main,shifted_reconstruction
+5,29,1097,0.01845095884054899,,,,,TSFA-main,shifted_reconstruction
+5,30,1097,0.018145480751991273,,,,,TSFA-main,shifted_reconstruction
+5,31,1097,0.017889984883368015,,,,,TSFA-main,shifted_reconstruction
+5,32,1097,0.017600890807807447,,,,,TSFA-main,shifted_reconstruction
+5,33,1097,0.017284085880964993,,,,,TSFA-main,shifted_reconstruction
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+5,35,1097,0.01676067551597953,,,,,TSFA-main,shifted_reconstruction
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+5,37,1097,0.016267795208841564,,,,,TSFA-main,shifted_reconstruction
+5,38,1097,0.016078542359173296,,,,,TSFA-main,shifted_reconstruction
+5,39,1097,0.01587554980069399,,,,,TSFA-main,shifted_reconstruction
+5,40,1097,0.015783104114234447,,,,,TSFA-main,shifted_reconstruction
+5,1,547,3.9785670757293703,,,,,TSFA-multiply,crossmodal_correspondence
+5,2,547,3.6129395008087157,,,,,TSFA-multiply,crossmodal_correspondence
+5,3,547,3.459282088279724,,,,,TSFA-multiply,crossmodal_correspondence
+5,4,547,3.372753381729126,,,,,TSFA-multiply,crossmodal_correspondence
+5,5,547,3.3069685459136964,,,,,TSFA-multiply,crossmodal_correspondence
+5,6,547,3.249849462509155,,,,,TSFA-multiply,crossmodal_correspondence
+5,7,547,3.2095422983169555,,,,,TSFA-multiply,crossmodal_correspondence
+5,8,547,3.1714685916900636,,,,,TSFA-multiply,crossmodal_correspondence
+5,9,547,3.1411736965179444,,,,,TSFA-multiply,crossmodal_correspondence
+5,10,547,3.112663674354553,,,,,TSFA-multiply,crossmodal_correspondence
+5,11,547,3.09155957698822,,,,,TSFA-multiply,crossmodal_correspondence
+5,12,547,3.0703856468200685,,,,,TSFA-multiply,crossmodal_correspondence
+5,13,547,3.0529517412185667,,,,,TSFA-multiply,crossmodal_correspondence
+5,14,547,3.0354433059692383,,,,,TSFA-multiply,crossmodal_correspondence
+5,15,547,3.021151232719421,,,,,TSFA-multiply,crossmodal_correspondence
+5,16,547,3.0056567668914793,,,,,TSFA-multiply,crossmodal_correspondence
+5,17,547,2.9928749084472654,,,,,TSFA-multiply,crossmodal_correspondence
+5,18,547,2.9806722164154054,,,,,TSFA-multiply,crossmodal_correspondence
+5,19,547,2.9664482355117796,,,,,TSFA-multiply,crossmodal_correspondence
+5,20,547,2.955121088027954,,,,,TSFA-multiply,crossmodal_correspondence
+5,21,547,2.950038695335388,,,,,TSFA-multiply,crossmodal_correspondence
+5,22,547,2.938068914413452,,,,,TSFA-multiply,crossmodal_correspondence
+5,23,547,2.9332051277160645,,,,,TSFA-multiply,crossmodal_correspondence
+5,24,547,2.924629020690918,,,,,TSFA-multiply,crossmodal_correspondence
+5,25,547,2.9139545917510987,,,,,TSFA-multiply,crossmodal_correspondence
+5,26,547,2.9090572118759157,,,,,TSFA-multiply,crossmodal_correspondence
+5,27,547,2.898191285133362,,,,,TSFA-multiply,crossmodal_correspondence
+5,28,547,2.8932955265045166,,,,,TSFA-multiply,crossmodal_correspondence
+5,29,547,2.886353635787964,,,,,TSFA-multiply,crossmodal_correspondence
+5,30,547,2.8797250747680665,,,,,TSFA-multiply,crossmodal_correspondence
+5,31,547,2.876961350440979,,,,,TSFA-multiply,crossmodal_correspondence
+5,32,547,2.8698418617248533,,,,,TSFA-multiply,crossmodal_correspondence
+5,33,547,2.8611432313919067,,,,,TSFA-multiply,crossmodal_correspondence
+5,34,547,2.8539740562438967,,,,,TSFA-multiply,crossmodal_correspondence
+5,35,547,2.8530861139297485,,,,,TSFA-multiply,crossmodal_correspondence
+5,36,547,2.849438524246216,,,,,TSFA-multiply,crossmodal_correspondence
+5,37,547,2.8415908098220823,,,,,TSFA-multiply,crossmodal_correspondence
+5,38,547,2.8352474927902223,,,,,TSFA-multiply,crossmodal_correspondence
+5,39,547,2.833994507789612,,,,,TSFA-multiply,crossmodal_correspondence
+5,40,547,2.8260666847229006,,,,,TSFA-multiply,crossmodal_correspondence
+5,1,547,4.010547113418579,,,,,TSFA-random,crossmodal_correspondence
+5,2,547,3.737152647972107,,,,,TSFA-random,crossmodal_correspondence
+5,3,547,3.635895562171936,,,,,TSFA-random,crossmodal_correspondence
+5,4,547,3.5763046503067017,,,,,TSFA-random,crossmodal_correspondence
+5,5,547,3.540885019302368,,,,,TSFA-random,crossmodal_correspondence
+5,6,547,3.5127503871917725,,,,,TSFA-random,crossmodal_correspondence
+5,7,547,3.492164874076843,,,,,TSFA-random,crossmodal_correspondence
+5,8,547,3.4740981817245484,,,,,TSFA-random,crossmodal_correspondence
+5,9,547,3.4595910787582396,,,,,TSFA-random,crossmodal_correspondence
+5,10,547,3.4453494787216186,,,,,TSFA-random,crossmodal_correspondence
+5,11,547,3.4319409132003784,,,,,TSFA-random,crossmodal_correspondence
+5,12,547,3.4219632387161254,,,,,TSFA-random,crossmodal_correspondence
+5,13,547,3.4145804166793825,,,,,TSFA-random,crossmodal_correspondence
+5,14,547,3.40736129283905,,,,,TSFA-random,crossmodal_correspondence
+5,15,547,3.399771785736084,,,,,TSFA-random,crossmodal_correspondence
+5,16,547,3.391963982582092,,,,,TSFA-random,crossmodal_correspondence
+5,17,547,3.3849440097808836,,,,,TSFA-random,crossmodal_correspondence
+5,18,547,3.3792628049850464,,,,,TSFA-random,crossmodal_correspondence
+5,19,547,3.3743026733398436,,,,,TSFA-random,crossmodal_correspondence
+5,20,547,3.3701316833496096,,,,,TSFA-random,crossmodal_correspondence
+5,21,547,3.3663074493408205,,,,,TSFA-random,crossmodal_correspondence
+5,22,547,3.3628346920013428,,,,,TSFA-random,crossmodal_correspondence
+5,23,547,3.360585021972656,,,,,TSFA-random,crossmodal_correspondence
+5,24,547,3.356039571762085,,,,,TSFA-random,crossmodal_correspondence
+5,25,547,3.354492259025574,,,,,TSFA-random,crossmodal_correspondence
+5,26,547,3.350310230255127,,,,,TSFA-random,crossmodal_correspondence
+5,27,547,3.3477754831314086,,,,,TSFA-random,crossmodal_correspondence
+5,28,547,3.3454201936721804,,,,,TSFA-random,crossmodal_correspondence
+5,29,547,3.3418282747268675,,,,,TSFA-random,crossmodal_correspondence
+5,30,547,3.3412745237350463,,,,,TSFA-random,crossmodal_correspondence
+5,31,547,3.342785620689392,,,,,TSFA-random,crossmodal_correspondence
+5,32,547,3.3418263673782347,,,,,TSFA-random,crossmodal_correspondence
+5,33,547,3.3412889003753663,,,,,TSFA-random,crossmodal_correspondence
+5,34,547,3.3350397109985352,,,,,TSFA-random,crossmodal_correspondence
+5,35,547,3.332993721961975,,,,,TSFA-random,crossmodal_correspondence
+5,36,547,3.330355405807495,,,,,TSFA-random,crossmodal_correspondence
+5,37,547,3.3273161888122558,,,,,TSFA-random,crossmodal_correspondence
+5,38,547,3.3257845401763917,,,,,TSFA-random,crossmodal_correspondence
+5,39,547,3.3261143922805787,,,,,TSFA-random,crossmodal_correspondence
+5,40,547,3.3254319429397583,,,,,TSFA-random,crossmodal_correspondence
+5,1,547,3.8682414293289185,,,,,TSFA-global,crossmodal_correspondence
+5,2,547,3.493981695175171,,,,,TSFA-global,crossmodal_correspondence
+5,3,547,3.354565954208374,,,,,TSFA-global,crossmodal_correspondence
+5,4,547,3.2555431127548218,,,,,TSFA-global,crossmodal_correspondence
+5,5,547,3.189959740638733,,,,,TSFA-global,crossmodal_correspondence
+5,6,547,3.135850715637207,,,,,TSFA-global,crossmodal_correspondence
+5,7,547,3.096889328956604,,,,,TSFA-global,crossmodal_correspondence
+5,8,547,3.062888765335083,,,,,TSFA-global,crossmodal_correspondence
+5,9,547,3.035261106491089,,,,,TSFA-global,crossmodal_correspondence
+5,10,547,3.0107237815856935,,,,,TSFA-global,crossmodal_correspondence
+5,11,547,2.9909083604812623,,,,,TSFA-global,crossmodal_correspondence
+5,12,547,2.9696089029312134,,,,,TSFA-global,crossmodal_correspondence
+5,13,547,2.954860281944275,,,,,TSFA-global,crossmodal_correspondence
+5,14,547,2.941673755645752,,,,,TSFA-global,crossmodal_correspondence
+5,15,547,2.9256662130355835,,,,,TSFA-global,crossmodal_correspondence
+5,16,547,2.911587142944336,,,,,TSFA-global,crossmodal_correspondence
+5,17,547,2.9017577171325684,,,,,TSFA-global,crossmodal_correspondence
+5,18,547,2.893096947669983,,,,,TSFA-global,crossmodal_correspondence
+5,19,547,2.8810131549835205,,,,,TSFA-global,crossmodal_correspondence
+5,20,547,2.8715099096298218,,,,,TSFA-global,crossmodal_correspondence
+5,21,547,2.8662081003189086,,,,,TSFA-global,crossmodal_correspondence
+5,22,547,2.8646340370178223,,,,,TSFA-global,crossmodal_correspondence
+5,23,547,2.852403998374939,,,,,TSFA-global,crossmodal_correspondence
+5,24,547,2.8448151111602784,,,,,TSFA-global,crossmodal_correspondence
+5,25,547,2.8441843509674074,,,,,TSFA-global,crossmodal_correspondence
+5,26,547,2.839336967468262,,,,,TSFA-global,crossmodal_correspondence
+5,27,547,2.836073160171509,,,,,TSFA-global,crossmodal_correspondence
+5,28,547,2.8340442180633545,,,,,TSFA-global,crossmodal_correspondence
+5,29,547,2.8366796493530275,,,,,TSFA-global,crossmodal_correspondence
+5,30,547,2.8185285329818726,,,,,TSFA-global,crossmodal_correspondence
+5,31,547,2.82056782245636,,,,,TSFA-global,crossmodal_correspondence
+5,32,547,2.812565326690674,,,,,TSFA-global,crossmodal_correspondence
+5,33,547,2.8095130920410156,,,,,TSFA-global,crossmodal_correspondence
+5,34,547,2.807732605934143,,,,,TSFA-global,crossmodal_correspondence
+5,35,547,2.8068485260009766,,,,,TSFA-global,crossmodal_correspondence
+5,36,547,2.8096484899520875,,,,,TSFA-global,crossmodal_correspondence
+5,37,547,2.7941087961196898,,,,,TSFA-global,crossmodal_correspondence
+5,38,547,2.7902096271514893,,,,,TSFA-global,crossmodal_correspondence
+5,39,547,2.7864206314086912,,,,,TSFA-global,crossmodal_correspondence
+5,40,547,2.7843536853790285,,,,,TSFA-global,crossmodal_correspondence
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/README.md b/deep_learning/Q1/outputs/tsfa/report_bundle/README.md
new file mode 100644
index 0000000..5b4e3ed
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/README.md
@@ -0,0 +1,5 @@
+# TSFA five-fold result bundle
+
+Seven frozen-alignment comparisons on 100 held-out clips from 37 video IDs. All Python runs use the project uv environment. Read `run_manifest.json` for the complete protocol and limitations. `paired_contrasts.csv` reports left minus right with video-ID-cluster bootstrap confidence intervals. The full `outputs/tsfa/` directory retains per-clip CSVs and probe checkpoints.
+
+The `alignment_only_*` summaries pool identical train-fold-standardized raw source features through each method's alignment matrix. They isolate source selection from native model value/output projections. `tsfa_temporal_diagnostics_summary.csv` reports MVR, span, entropy, and source coverage.
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/ablation_summary.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/ablation_summary.csv
new file mode 100644
index 0000000..78831cd
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/ablation_summary.csv
@@ -0,0 +1,8 @@
+method,clip_count,video_id_count,content_auc_mean_video_macro_mean,content_auc_mean_ci95_low,content_auc_mean_ci95_high,canonical_pairwise_time_mae_mean_video_macro_mean,canonical_pairwise_time_mae_mean_ci95_low,canonical_pairwise_time_mae_mean_ci95_high,temporal_quality_1_minus_mae_video_macro_mean,temporal_quality_1_minus_mae_ci95_low,temporal_quality_1_minus_mae_ci95_high
+M3_noSourceTime,100,37,0.7079247666486141,0.6981638469348909,0.7180669733515811,0.25125551939830126,0.24533393078354204,0.25730599312459385,0.7487444806016986,0.7429385193325527,0.7543707643381519
+M3_sourceTime,100,37,0.5646895233632823,0.5540910611345894,0.5751509210736825,0.09874174948688212,0.08898600889351087,0.10906350604411601,0.9012582505131179,0.8909351143570293,0.9111176736631803
+M4_sourceTime,100,37,0.5443730644271425,0.5314674094814167,0.556163600543299,0.06439514300291252,0.05872951511472842,0.069915719671434,0.9356048569970875,0.929956941099165,0.9411986290102992
+TSFA-main,100,37,0.6265827216844504,0.6161616236415937,0.6364439680609562,0.0703286687392714,0.06460036690688006,0.07572429366463695,0.9296713312607287,0.9244517958993883,0.9352479536843178
+TSFA-multiply,100,37,0.6266223446090468,0.6163471959183728,0.6367020258052505,0.06779188350752184,0.06251919458961656,0.07342671925523597,0.932208116492478,0.9266964480620523,0.9376652354766101
+TSFA-random,100,37,0.6317354999281196,0.6245134023121242,0.6386649427182931,0.25069943769545594,0.2462397150003418,0.2551459569730119,0.7493005623045442,0.7451492641632237,0.7535130139973931
+TSFA-global,100,37,0.6850667176168063,0.6715353281663122,0.6991479845315172,0.2432284738286704,0.23726117654439974,0.24953340198194693,0.7567715261713297,0.7508184770882113,0.7626622731375607
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_ablation_summary.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_ablation_summary.csv
new file mode 100644
index 0000000..3a5d9b6
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_ablation_summary.csv
@@ -0,0 +1,8 @@
+method,clip_count,video_id_count,content_auc_mean_video_macro_mean,content_auc_mean_ci95_low,content_auc_mean_ci95_high,canonical_pairwise_time_mae_mean_video_macro_mean,canonical_pairwise_time_mae_mean_ci95_low,canonical_pairwise_time_mae_mean_ci95_high,temporal_quality_1_minus_mae_video_macro_mean,temporal_quality_1_minus_mae_ci95_low,temporal_quality_1_minus_mae_ci95_high
+M3_noSourceTime,100,37,0.5915240976792394,0.5846003467230528,0.5986003527463633,0.25125551939830126,0.24526752948109784,0.2569629667175068,0.7487444806016986,0.7426625677892807,0.7546333254224017
+M3_sourceTime,100,37,0.5159307443208153,0.5093207601202393,0.5227730292887872,0.09874174948688212,0.08938651093211228,0.10879260214913458,0.9012582505131179,0.890805973592594,0.9110025699716944
+M4_sourceTime,100,37,0.5172970388067906,0.5080581473982847,0.5275570833339672,0.06439514300291252,0.0587335791039206,0.06983744635995676,0.9356048569970875,0.9296541211962468,0.9408869116126053
+TSFA-main,100,37,0.5527356591964304,0.5398139072416833,0.5666946734419639,0.0703286687392714,0.06519967303243404,0.07598739113740521,0.9296713312607287,0.9244119213095845,0.9350019389370183
+TSFA-multiply,100,37,0.5506013033677041,0.5379239892152792,0.5636824578678856,0.06779188350752184,0.06247147901094175,0.07313585563909683,0.932208116492478,0.926778081557954,0.9373936058949076
+TSFA-random,100,37,0.5711638231839362,0.562858188378229,0.5801847256875272,0.25069943769545594,0.2462381631727499,0.25519553085514896,0.7493005623045442,0.7450096911264995,0.753607390700797
+TSFA-global,100,37,0.6077635519257857,0.5944803976516411,0.6218732946519847,0.2432284738286704,0.2374573657121255,0.2489871789332721,0.7567715261713297,0.7506538401520033,0.7624564267860716
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_content_summary.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_content_summary.csv
new file mode 100644
index 0000000..7051c1d
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_content_summary.csv
@@ -0,0 +1,22 @@
+method,pair,clip_count,draw_count,same_time_similarity_video_macro_mean,same_time_similarity_ci95_low,same_time_similarity_ci95_high,video_id_count,shifted_far_similarity_video_macro_mean,shifted_far_similarity_ci95_low,shifted_far_similarity_ci95_high,same_minus_shifted_margin_video_macro_mean,same_minus_shifted_margin_ci95_low,same_minus_shifted_margin_ci95_high,matched_vs_shifted_auc_video_macro_mean,matched_vs_shifted_auc_ci95_low,matched_vs_shifted_auc_ci95_high,exact_r1_audio_to_vision_video_macro_mean,exact_r1_audio_to_vision_ci95_low,exact_r1_audio_to_vision_ci95_high,within_pm1_r1_audio_to_vision_video_macro_mean,within_pm1_r1_audio_to_vision_ci95_low,within_pm1_r1_audio_to_vision_ci95_high,mase_slots_audio_to_vision_video_macro_mean,mase_slots_audio_to_vision_ci95_low,mase_slots_audio_to_vision_ci95_high,exact_r1_vision_to_audio_video_macro_mean,exact_r1_vision_to_audio_ci95_low,exact_r1_vision_to_audio_ci95_high,within_pm1_r1_vision_to_audio_video_macro_mean,within_pm1_r1_vision_to_audio_ci95_low,within_pm1_r1_vision_to_audio_ci95_high,mase_slots_vision_to_audio_video_macro_mean,mase_slots_vision_to_audio_ci95_low,mase_slots_vision_to_audio_ci95_high,exact_r1_text_to_audio_video_macro_mean,exact_r1_text_to_audio_ci95_low,exact_r1_text_to_audio_ci95_high,within_pm1_r1_text_to_audio_video_macro_mean,within_pm1_r1_text_to_audio_ci95_low,within_pm1_r1_text_to_audio_ci95_high,mase_slots_text_to_audio_video_macro_mean,mase_slots_text_to_audio_ci95_low,mase_slots_text_to_audio_ci95_high,exact_r1_audio_to_text_video_macro_mean,exact_r1_audio_to_text_ci95_low,exact_r1_audio_to_text_ci95_high,within_pm1_r1_audio_to_text_video_macro_mean,within_pm1_r1_audio_to_text_ci95_low,within_pm1_r1_audio_to_text_ci95_high,mase_slots_audio_to_text_video_macro_mean,mase_slots_audio_to_text_ci95_low,mase_slots_audio_to_text_ci95_high,exact_r1_text_to_vision_video_macro_mean,exact_r1_text_to_vision_ci95_low,exact_r1_text_to_vision_ci95_high,within_pm1_r1_text_to_vision_video_macro_mean,within_pm1_r1_text_to_vision_ci95_low,within_pm1_r1_text_to_vision_ci95_high,mase_slots_text_to_vision_video_macro_mean,mase_slots_text_to_vision_ci95_low,mase_slots_text_to_vision_ci95_high,exact_r1_vision_to_text_video_macro_mean,exact_r1_vision_to_text_ci95_low,exact_r1_vision_to_text_ci95_high,within_pm1_r1_vision_to_text_video_macro_mean,within_pm1_r1_vision_to_text_ci95_low,within_pm1_r1_vision_to_text_ci95_high,mase_slots_vision_to_text_video_macro_mean,mase_slots_vision_to_text_ci95_low,mase_slots_vision_to_text_ci95_high
+M3_noSourceTime,audio_vision,100,1.0,0.02983147300783216,-0.00780859958706209,0.06532931063779485,37,0.026275558042943677,-0.0135765906084752,0.06442367880532844,0.0035559149673156645,0.0011573716778813968,0.0058081254094310905,0.514271623637315,0.5086281381400399,0.5205522070322601,0.02223723723723724,0.019318307593307594,0.0252463963963964,0.0629030459030459,0.056346739596739595,0.0701120549120549,16.06521836121836,15.360586422136418,16.831551512226515,0.02093822393822394,0.01916058558558559,0.022803474903474903,0.0588974688974689,0.05515479407979409,0.06256855426855427,17.3258314028314,16.454282078507074,18.303939736164736,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M3_noSourceTime,text_audio,100,1.0,0.20791600453897077,0.18457893455935243,0.23068674583726764,37,0.0660212989394217,0.04607872245037598,0.08693206487027433,0.14189470507476618,0.1258566735337873,0.158192415668532,0.7246991238959324,0.7032607291086682,0.7463028065299342,,,,,,,,,,,,,,,,,,,0.13955383955383954,0.12312348777348776,0.156250858000858,0.27616302016302025,0.24729871299871298,0.30469959244959244,10.11119390819391,9.083786154011154,11.220066763191763,0.07386400686400688,0.06408464178464178,0.08439125911625915,0.16222651222651222,0.1441163770913771,0.18078545688545689,12.965773916773918,12.10177589017589,13.855149796224795,,,,,,,,,,,,,,,,,,
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diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_paired_contrasts.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_paired_contrasts.csv
new file mode 100644
index 0000000..fba66fe
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_paired_contrasts.csv
@@ -0,0 +1,11 @@
+left_method,right_method,metric,clip_count,video_id_count,left_minus_right_video_macro_mean,ci95_low,ci95_high
+TSFA-main,M4_sourceTime,content_auc_mean,100,37,0.035438620389639894,0.023293646690953858,0.04698819770251506
+TSFA-main,M4_sourceTime,canonical_pairwise_time_mae_mean,100,37,0.005933525736358895,0.005296561964374039,0.006509589017113389
+TSFA-main,TSFA-random,content_auc_mean,100,37,-0.01842816398750574,-0.02718789359398819,-0.008992237898280122
+TSFA-main,TSFA-random,canonical_pairwise_time_mae_mean,100,37,-0.18037076895618454,-0.18518644583548508,-0.17535325008436822
+TSFA-main,TSFA-global,content_auc_mean,100,37,-0.055027892729355495,-0.06412401690967184,-0.04722633193128541
+TSFA-main,TSFA-global,canonical_pairwise_time_mae_mean,100,37,-0.17289980508939898,-0.17827689029341662,-0.16739238598647427
+TSFA-multiply,TSFA-main,content_auc_mean,100,37,-0.0021343558287264036,-0.003982915698119604,-0.00020908619168815494
+TSFA-multiply,TSFA-main,canonical_pairwise_time_mae_mean,100,37,-0.0025367852317495707,-0.002737516713424809,-0.002348100112530585
+TSFA-main,M3_noSourceTime,content_auc_mean,100,37,-0.038788438482809065,-0.05495972110741062,-0.02010023840091993
+TSFA-main,M3_noSourceTime,canonical_pairwise_time_mae_mean,100,37,-0.18092685065902986,-0.18653708198539262,-0.17516024678207237
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_run_manifest.json b/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_run_manifest.json
new file mode 100644
index 0000000..8e8f948
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/alignment_only_run_manifest.json
@@ -0,0 +1,17 @@
+{
+  "created_utc": "2026-09-23T14:32:44.179041+00:00",
+  "experiment": "TSFA shared raw-content alignment-only probe",
+  "sample_count": 100,
+  "heldout_count": 100,
+  "video_id_count": 37,
+  "fold_count": 5,
+  "seed": 42,
+  "delta": 0.1,
+  "probe_epochs": 40,
+  "random_window_repeats": 20,
+  "feature_protocol": "Within each fold, feature normalization is fitted on 80 training clips. For every method and modality, the same normalized raw source feature matrix is pooled using that method's A^m; native M3/M4/TSFA value and output projections are excluded from scored features.",
+  "probe_protocol": "One 64-dimensional linear projector per modality, trained on 80 training clips with the same within-clip InfoNCE protocol and identical fold seed across methods. Scores use only 20 held-out clips per fold.",
+  "interpretation_limit": "A same-slot positive is a timestamp/slot convention, not independently annotated semantic ground truth. Source-time attention can still encode time through selected raw values.",
+  "device": "cuda",
+  "elapsed_seconds": 63.806029081344604
+}
\ No newline at end of file
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/candidate_window_stats.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/candidate_window_stats.csv
new file mode 100644
index 0000000..5d64cb0
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/candidate_window_stats.csv
@@ -0,0 +1,9 @@
+method,modality,clip_count,video_id_count,candidate_count_mean_video_macro_mean,candidate_count_mean_ci95_low,candidate_count_mean_ci95_high,candidate_fraction_valid_mean_video_macro_mean,candidate_fraction_valid_mean_ci95_low,candidate_fraction_valid_mean_ci95_high,temporal_prior_mass_mean_video_macro_mean,temporal_prior_mass_mean_ci95_low,temporal_prior_mass_mean_ci95_high,candidate_mean_center_error_video_macro_mean,candidate_mean_center_error_ci95_low,candidate_mean_center_error_ci95_high
+TSFA-global,audio,100,37,859.2909266409266,725.903935006435,1010.8943355855854,0.9999999840133748,0.9999999739948848,0.9999999929042089,1.0,1.0,1.0,0.23349895292516687,0.23334358473436637,0.23365915023423298
+TSFA-global,vision,100,37,43.82829257829257,37.07407764907765,51.22568103818104,0.9999999899584969,0.9999999802928788,0.9999999976372933,1.0,1.0,1.0,0.23209808292734374,0.23138750004937297,0.23281616748889555
+TSFA-main,audio,100,37,173.57981845948993,148.11770421039185,204.1688543426484,0.2027066824698029,0.20226793367661783,0.20315699026129216,0.7372228195819668,0.7367319915047317,0.7377194487338015,0.0008611694746814316,0.0007925661735736586,0.0009352763757801223
+TSFA-main,vision,100,37,8.697594809082126,7.356396586381408,10.302393176907227,0.19806601293752601,0.19761108234273017,0.19851417924334616,0.7214869179295039,0.7187354109908368,0.7239951614850468,0.005114482842239538,0.004486957946824082,0.0057506511149799265
+TSFA-multiply,audio,100,37,173.57981845948993,147.94183613935493,206.29472111888524,0.2027066824698029,0.20227122749140025,0.20313434986607776,0.7372228195819668,0.7367260256056134,0.737726254887409,0.0008611694746814316,0.0007943149040772448,0.0009299756654477927
+TSFA-multiply,vision,100,37,8.697594809082126,7.429751027647465,10.313039470908723,0.19806601293752601,0.19755518793732132,0.19851298628820818,0.7214869179295039,0.7185624315606288,0.7239946865184925,0.005114482842239538,0.004483692884955575,0.0057248699215185035
+TSFA-random,audio,100,37,165.4303607225725,140.97407569611394,193.95208463450228,0.1933617310581552,0.19281956570094802,0.1938787973451431,0.19230555606103,0.19073511667908855,0.19371052016348292,0.005423930897291032,0.00533451006593477,0.0055040052315254925
+TSFA-random,vision,100,37,8.36343770343799,7.137826227282222,9.895227294917355,0.19097706449311183,0.1904804513221966,0.19147352101705237,0.19106015145038713,0.18928042240004053,0.1929521264620367,0.007972950431270442,0.007579205200452694,0.008422631476527104
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/content_metrics_summary.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/content_metrics_summary.csv
new file mode 100644
index 0000000..062d3d7
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/content_metrics_summary.csv
@@ -0,0 +1,22 @@
+method,pair,clip_count,draw_count,same_time_similarity_video_macro_mean,same_time_similarity_ci95_low,same_time_similarity_ci95_high,video_id_count,shifted_far_similarity_video_macro_mean,shifted_far_similarity_ci95_low,shifted_far_similarity_ci95_high,same_minus_shifted_margin_video_macro_mean,same_minus_shifted_margin_ci95_low,same_minus_shifted_margin_ci95_high,matched_vs_shifted_auc_video_macro_mean,matched_vs_shifted_auc_ci95_low,matched_vs_shifted_auc_ci95_high,exact_r1_audio_to_vision_video_macro_mean,exact_r1_audio_to_vision_ci95_low,exact_r1_audio_to_vision_ci95_high,within_pm1_r1_audio_to_vision_video_macro_mean,within_pm1_r1_audio_to_vision_ci95_low,within_pm1_r1_audio_to_vision_ci95_high,mase_slots_audio_to_vision_video_macro_mean,mase_slots_audio_to_vision_ci95_low,mase_slots_audio_to_vision_ci95_high,exact_r1_vision_to_audio_video_macro_mean,exact_r1_vision_to_audio_ci95_low,exact_r1_vision_to_audio_ci95_high,within_pm1_r1_vision_to_audio_video_macro_mean,within_pm1_r1_vision_to_audio_ci95_low,within_pm1_r1_vision_to_audio_ci95_high,mase_slots_vision_to_audio_video_macro_mean,mase_slots_vision_to_audio_ci95_low,mase_slots_vision_to_audio_ci95_high,exact_r1_text_to_audio_video_macro_mean,exact_r1_text_to_audio_ci95_low,exact_r1_text_to_audio_ci95_high,within_pm1_r1_text_to_audio_video_macro_mean,within_pm1_r1_text_to_audio_ci95_low,within_pm1_r1_text_to_audio_ci95_high,mase_slots_text_to_audio_video_macro_mean,mase_slots_text_to_audio_ci95_low,mase_slots_text_to_audio_ci95_high,exact_r1_audio_to_text_video_macro_mean,exact_r1_audio_to_text_ci95_low,exact_r1_audio_to_text_ci95_high,within_pm1_r1_audio_to_text_video_macro_mean,within_pm1_r1_audio_to_text_ci95_low,within_pm1_r1_audio_to_text_ci95_high,mase_slots_audio_to_text_video_macro_mean,mase_slots_audio_to_text_ci95_low,mase_slots_audio_to_text_ci95_high,exact_r1_text_to_vision_video_macro_mean,exact_r1_text_to_vision_ci95_low,exact_r1_text_to_vision_ci95_high,within_pm1_r1_text_to_vision_video_macro_mean,within_pm1_r1_text_to_vision_ci95_low,within_pm1_r1_text_to_vision_ci95_high,mase_slots_text_to_vision_video_macro_mean,mase_slots_text_to_vision_ci95_low,mase_slots_text_to_vision_ci95_high,exact_r1_vision_to_text_video_macro_mean,exact_r1_vision_to_text_ci95_low,exact_r1_vision_to_text_ci95_high,within_pm1_r1_vision_to_text_video_macro_mean,within_pm1_r1_vision_to_text_ci95_low,within_pm1_r1_vision_to_text_ci95_high,mase_slots_vision_to_text_video_macro_mean,mase_slots_vision_to_text_ci95_low,mase_slots_vision_to_text_ci95_high
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+M3_noSourceTime,text_audio,100,1.0,0.5428216995771276,0.5157750271393224,0.5659249134957856,37,0.1862772215156948,0.16884496117041078,0.2044323245350392,0.35654447643267695,0.32902113457284277,0.38482697127963067,0.9559461184208523,0.9410152465582983,0.968752133678131,,,,,,,,,,,,,,,,,,,0.36576791076791076,0.3160490561990562,0.421391108966109,0.6394950664950665,0.5802250858000858,0.6932264800514802,2.3383740883740884,1.8257137387387388,2.967019691119691,0.3325842985842986,0.2862534749034749,0.3864762226512226,0.5848228228228229,0.5289179107679108,0.6410546332046333,3.5629060489060485,2.914686679536679,4.190957496782497,,,,,,,,,,,,,,,,,,
+M3_noSourceTime,text_vision,100,1.0,0.07063237097845877,0.049190198520261096,0.09198749123186528,37,0.022404568813529854,0.0027337225595416618,0.042923773043187015,0.04822780188845877,0.039832519238572194,0.05659220698571646,0.6063276332943885,0.5904511958719739,0.6233192521834144,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.11063191763191764,0.09528938223938226,0.12811927284427282,0.22938867438867436,0.20507918275418277,0.2533813384813385,10.313163449163447,9.49544851994852,11.128362998712998,0.03617932217932218,0.030936861861861866,0.041976029601029606,0.09173659373659374,0.08058330115830119,0.10378899613899614,15.593415701415703,14.841660489060489,16.365030341055338
+M3_sourceTime,audio_vision,100,1.0,-0.01390508033140634,-0.05067550643888827,0.021212040213628297,37,-0.010913303125673809,-0.05113494249747865,0.028314814638195643,-0.002991777190843502,-0.005994554468138316,2.8365758378620055e-05,0.5029486009565798,0.49220838989635535,0.514119726033024,0.02227713427713428,0.01772549335049335,0.027349259974259972,0.05884513084513086,0.04750401115401116,0.07049715787215788,18.302241956241957,17.049701190476192,19.5555055984556,0.020694122694122692,0.01873700128700129,0.022657818532818536,0.06109223509223509,0.05726682754182755,0.06464848777348778,16.701135564135562,15.928820785070785,17.462392299442303,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M3_sourceTime,text_audio,100,1.0,0.13965087270742027,0.11086805911581128,0.17086291475965698,37,0.07104170450923547,0.04617817302421454,0.09790063937091513,0.06860916809770604,0.05853303224689769,0.07936001767631712,0.6837595762555869,0.6552860960409499,0.712458437802354,,,,,,,,,,,,,,,,,,,0.07891848991848992,0.06314130201630203,0.09810974903474903,0.17487301587301587,0.14614791934791935,0.2047123552123552,11.77520634920635,10.68862012012012,12.995895302445302,0.055659373659373665,0.04583983268983269,0.06627339124839127,0.13317975117975117,0.11395983483483482,0.15161607679107675,12.579315744315746,11.378763942513944,13.799107142857137,,,,,,,,,,,,,,,,,,
+M3_sourceTime,text_vision,100,1.0,0.018218856013835664,-0.0019383159056188255,0.03824574691640572,37,0.01843536877672055,-0.0031358283705724124,0.0398007043003149,-0.00021651274608931568,-0.0033959447400838593,0.0026867472750431616,0.5073603928776801,0.5013866661304163,0.5138052809268234,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.02189274989274989,0.017497951522951527,0.026569176319176314,0.06272629772629773,0.053270045045045046,0.07303394465894468,18.673179751179752,17.663443983268984,19.694041184041183,0.01792406692406693,0.015639414414414417,0.02020035392535392,0.052900900900900896,0.04713513513513515,0.058622297297297295,17.553818961818966,16.37964121621622,18.782360049335054
+M4_sourceTime,audio_vision,100,1.0,0.00960363132716526,-0.026355777083579862,0.048860038747030224,37,0.008486620442388824,-0.028060019295580236,0.04573340321810003,0.0011170108847764362,-0.0023584936828478765,0.004587398100880476,0.5134115260777495,0.4984700587080242,0.529333335144605,0.02358944658944659,0.01981911196911197,0.027432882882882884,0.06169626769626772,0.05163449163449164,0.07249851994851997,17.65543586443586,16.274862580437578,19.030651254826253,0.0226001716001716,0.019407979407979413,0.026030244530244533,0.06180137280137281,0.05271195838695839,0.07151898326898326,17.76484513084513,16.36237923637924,19.1801465036465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+TSFA-global,audio_vision,100,1.0,0.058836026214662884,0.009433591336071618,0.10898509821607989,37,0.0299474197815315,-0.019026566930953497,0.07779842395164258,0.02888860643662733,0.019019952453169467,0.039115650392871,0.5811011281037877,0.5633139432698278,0.5997097862395071,0.05360531960531961,0.04721345988845988,0.06024396181896182,0.1473792363792364,0.1310375482625483,0.16456441441441436,12.399526383526384,11.223109202059202,13.630522844272843,0.026169884169884174,0.023153153153153153,0.02972972972972973,0.072981552981553,0.06513077005577005,0.0819059738309738,16.35457228657229,15.289285274560278,17.390430094380097,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+TSFA-global,text_audio,100,1.0,0.6151585970459093,0.592303545010855,0.6363802687550169,37,0.3307069785888169,0.30723476551075196,0.3557131022926266,0.28445161780264955,0.2568491350423748,0.313431063751506,0.888037095225925,0.8713038621448196,0.9025196944665029,,,,,,,,,,,,,,,,,,,0.1913303303303303,0.17120793650793648,0.21155896610896607,0.44082539682539684,0.4059675246675246,0.4759347168597168,4.0553886743886745,3.421013191763192,4.85362648005148,0.13350965250965252,0.11927451737451739,0.1480651222651223,0.3463878163878164,0.31618583226083224,0.37751728871728873,6.496407550407551,5.68826003861004,7.341266816816816,,,,,,,,,,,,,,,,,,
+TSFA-global,text_vision,100,1.0,0.05193602225629566,0.00557772744820211,0.09913521469205716,37,0.018522642509243077,-0.031060642072022387,0.06214130753726415,0.03341337973851245,0.023362873667806743,0.044610356791469324,0.5860619295207061,0.5682458135804879,0.6058382392698549,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0624924924924925,0.05556150793650794,0.0695357679107679,0.1712166452166452,0.15426744959244962,0.18985087945087942,10.319833118833117,9.234121578721577,11.574682368082371,0.027978978978978986,0.02543226083226084,0.030679751179751174,0.08042342342342342,0.07197972972972973,0.08928452380952381,16.16939510939511,14.841324195624193,17.51072467824968
+TSFA-main,audio_vision,100,1.0,0.014167320872974634,-0.010923848048597458,0.039202572867964074,37,0.00572396734721069,-0.022427993542694716,0.03323088554438458,0.008443353525896292,0.0026837436866675632,0.015297084395711374,0.5168712160108436,0.5063480574752184,0.5274386673004691,0.02177691977691978,0.01702814242814243,0.026475278850278845,0.059097383097383105,0.0487433075933076,0.06956501501501502,17.385808665808668,16.533373498498495,18.1887395002145,0.020783783783783785,0.017991763191763196,0.02361460746460746,0.059234234234234226,0.0514413770913771,0.06677416344916343,17.36473530673531,16.14145280995281,18.719550675675674,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/content_shuffle_control.png b/deep_learning/Q1/outputs/tsfa/report_bundle/content_shuffle_control.png
new file mode 100644
index 0000000..d0ee0cd
Binary files /dev/null and b/deep_learning/Q1/outputs/tsfa/report_bundle/content_shuffle_control.png differ
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/content_shuffle_summary.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/content_shuffle_summary.csv
new file mode 100644
index 0000000..e923a96
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/content_shuffle_summary.csv
@@ -0,0 +1,7 @@
+method,control,pair,clip_count,video_id_count,matched_vs_shifted_auc_video_macro_mean,matched_vs_shifted_auc_ci95_low,matched_vs_shifted_auc_ci95_high,same_minus_shifted_margin_video_macro_mean,same_minus_shifted_margin_ci95_low,same_minus_shifted_margin_ci95_high,exact_r1_left_to_right_video_macro_mean,exact_r1_left_to_right_ci95_low,exact_r1_left_to_right_ci95_high,within_pm1_r1_left_to_right_video_macro_mean,within_pm1_r1_left_to_right_ci95_low,within_pm1_r1_left_to_right_ci95_high
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+M4_sourceTime,independent_within_clip_permutation,text_audio,100,37,0.4992583332049756,0.4971305291708881,0.5012287335156442,-0.0004793830947098817,-0.0017547874540129774,0.0007121573235354092,0.01981724581724582,0.018432171814671817,0.021092101029601035,0.05907595452595453,0.057171570141570136,0.06100200343200343
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diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/paired_contrasts.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/paired_contrasts.csv
new file mode 100644
index 0000000..5f77a68
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/paired_contrasts.csv
@@ -0,0 +1,26 @@
+left_method,right_method,metric_family,pair,metric,clip_count,video_id_count,left_minus_right_video_macro_mean,ci95_low,ci95_high
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+TSFA-main,TSFA-random,overall,all_pairs,content_auc_mean,100,37,-0.00515277824366921,-0.011173873250387557,0.0007255270180419965
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+TSFA-main,M3_noSourceTime,overall,all_pairs,canonical_pairwise_time_mae_mean,100,37,-0.18092685065902986,-0.18650572139607072,-0.17507314724507567
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diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/run_manifest.json b/deep_learning/Q1/outputs/tsfa/report_bundle/run_manifest.json
new file mode 100644
index 0000000..1e9f9a1
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/run_manifest.json
@@ -0,0 +1,260 @@
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+  "alignment_models_retrained": false,
+  "temporal_branch": "frozen M4_sourceTime D5 checkpoint per grouped fold",
+  "semantic_branch_trained": true,
+  "emotion_labels_used_for_alignment": false,
+  "feature_extractors_changed": false,
+  "feature_encoder_note": "Existing BERT text and DeiT image features are reused unchanged.",
+  "example_sample_id": "-3g5yACwYnA/13",
+  "parameters": {
+    "seed": 42,
+    "grid_size": 50,
+    "hidden_size": 128,
+    "heads_in_frozen_alignment": 4,
+    "delta_normalized_time": 0.1,
+    "hard_negative_offsets_slots": [
+      -5,
+      -3,
+      -2,
+      2,
+      3,
+      5
+    ],
+    "semantic_epochs": 40,
+    "semantic_learning_rate": 0.001,
+    "local_contrastive_temperature": 0.1,
+    "content_probe_epochs": 40,
+    "content_probe_temperature": 0.1,
+    "reconstruction_probe_epochs": 40,
+    "shuffle_repeats": 20,
+    "random_window_repeats": 20,
+    "window_ablation_status": "delta sweep and 80-percent attention-mass window deferred until the seven-method MVP is reviewed"
+  },
+  "methods": [
+    "M3_noSourceTime",
+    "M3_sourceTime",
+    "M4_sourceTime",
+    "TSFA-main",
+    "TSFA-multiply",
+    "TSFA-random",
+    "TSFA-global"
+  ],
+  "protocol": {
+    "semantic_query_key_inputs": "Frozen M4 attention-pooled text value output is the semantic query input; M4 pre-attention projected Audio/Vision content is the semantic key/value input. No explicit source-time code, absolute PE, slot ID, or latent positional vector is passed to semantic Q/K. Temporal selection can still encode time indirectly.",
+    "baseline_content_values": "M4 and M3 Audio/Vision use each checkpoint's actual MHA attention output. M3 Text uses attention-pooled pre-attention text features to remove its source-time query residual.",
+    "temporal_role": "Frozen M4 attention supplies candidate masks; TSFA-multiply additionally multiplies semantic probabilities by M4 temporal attention",
+    "local_contrastive": "same-slot positives with within-clip slot-offset negatives at +/-2, +/-3, +/-5; symmetric Text-Audio and Text-Vision loss",
+    "random_candidate": "same delta-width windows with independently sampled centers at inference; 20 held-out random draws, one train draw for the train-only probe",
+    "global_candidate": "all valid source positions available to semantic attention",
+    "content_probe": "same train-only symmetric within-clip InfoNCE probe applied to each method; held-out negatives are positions more than two slots away",
+    "content_shuffle": "independently permute each modality's 50 projected content rows within each held-out clip; M4 and TSFA-main",
+    "reconstruction": "fold-train decoder predicts one aligned content representation from the other two; shift one partner by signed offsets +/-1,2,5,10 on identical target support",
+    "confidence_intervals": "95-percent video_id-cluster bootstrap; 2,000 repetitions for CSV summaries"
+  },
+  "input_paths": {
+    "feature_dir": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/q1_features/features",
+    "feature_manifest": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/audit/manifest.csv",
+    "grouped_splits": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/method_comparison/splits.json",
+    "checkpoint_root": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/alignment_debug/heldout",
+    "m3_m4_checkpoint_variants": [
+      "M3_noSourceTime",
+      "M3_sourceTime",
+      "M4_sourceTime"
+    ]
+  },
+  "device": "cuda",
+  "gpu_name": "NVIDIA GeForce RTX 5070 Ti",
+  "python": "3.14.7",
+  "torch": "2.14.0+cu130",
+  "elapsed_seconds": 129.8167963027954,
+  "interpretation_limits": [
+    "Same-slot labels are a temporal training convention, not independent semantic ground truth.",
+    "Frozen M4 temporal attention was trained with a timestamp-derived Gaussian prior; time may enter content indirectly through candidate selection.",
+    "AUC, retrieval, and shifted similarity measure within-clip content matchability, not human event alignment.",
+    "Reconstruction predicts M4/TSFA pooled content values, not raw waveform or image pixels.",
+    "Five folds use one alignment-model seed; bootstrap intervals quantify video-group sampling uncertainty, not seed uncertainty.",
+    "Human event IoU/center error remains pending event annotation."
+  ],
+  "input_sha256": {
+    "feature_manifest": "bc07d5fb1ff104144cf845abf856c4e04da3caadda0c05d4b798a64a581bb35a",
+    "grouped_splits": "ccdcab416488fd3d94b762696f70411ebcd02346417cb7f1a5be70e7a1a6cf4d",
+    "uv_lock": "28ae0c736eef130a380022da82c79c473f467e2cb8dad4c199a85fd0b1faadf1",
+    "features_combined": "ed99618a0f4ac943fd21c214a331aeff11ca6aa7419b48622ab25f8f8d8ae985",
+    "feature_file_count": 100,
+    "frozen_alignment_checkpoints": {
+      "fold_01/M3_noSourceTime": "e54088fbc4432f41e9a09b167cd90a752c6bf678461e4d4ca553e1a7eb23fadc",
+      "fold_01/M3_sourceTime": "377772c546ec1cb79359b4792de76f67df9700a1ab48f0dfc66451640733ef67",
+      "fold_01/M4_sourceTime": "ad2e5fb0db3a8891a831ad3d2c85dde59f0563bc41dc05fff10655589d37d1fc",
+      "fold_02/M3_noSourceTime": "2bd24ca12a8c6eb4335b54db5de7b0f9963752279f0bf4daa9c7641b251e00ae",
+      "fold_02/M3_sourceTime": "64eca35e24962055c8e2d1520f62af291f395f8243438bc1609925d62794c673",
+      "fold_02/M4_sourceTime": "f77c6a46ec6424b7a52907bca81a0842ec0066ba9dec38b8e10bfbbf455a1a62",
+      "fold_03/M3_noSourceTime": "76dff4f2643a4fd46dc6d7a5d7d6a74ce8e119da53fed81d98b4c22d90af0052",
+      "fold_03/M3_sourceTime": "f52e47bdbe8a3b3b360ad053a202570170f45cdfc6d07066f6e8558d31182125",
+      "fold_03/M4_sourceTime": "de6fcfbaa57eab745b6ccfd7a19860589fccaa30b497813a3afdecb15956ac6c",
+      "fold_04/M3_noSourceTime": "735354a326ab23a832370449862493bcab2452551858a6825c099c27ff982b58",
+      "fold_04/M3_sourceTime": "304c7287f4d777b27a5354e4316802cdc6de75dd1dd20a419314255b67618a4e",
+      "fold_04/M4_sourceTime": "d0e50814377b5b98fbf70c3ca48431756b22391823629dab74c3192b8bfe1a3d",
+      "fold_05/M3_noSourceTime": "0f8d57bae2af04e0a7432a42a68b02b09c60bac4da68d4b7595905a31e1c8fe2",
+      "fold_05/M3_sourceTime": "47bccf271f6046e695fd7ad7e16d9a018d944df5773b5a8e15af9be80bd9af41",
+      "fold_05/M4_sourceTime": "787e28df330b9891f8ff24c6522d808bd0a1bac269f29c6f11dff55b8ba95d4e"
+    }
+  }
+}
\ No newline at end of file
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/shifted_reconstruction_gain.png b/deep_learning/Q1/outputs/tsfa/report_bundle/shifted_reconstruction_gain.png
new file mode 100644
index 0000000..26c7c3d
Binary files /dev/null and b/deep_learning/Q1/outputs/tsfa/report_bundle/shifted_reconstruction_gain.png differ
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/shifted_reconstruction_summary.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/shifted_reconstruction_summary.csv
new file mode 100644
index 0000000..b8951e0
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/shifted_reconstruction_summary.csv
@@ -0,0 +1,25 @@
+method,target_modality,shifted_modality,abs_delta,clip_count,video_id_count,aligned_mae_same_support_video_macro_mean,aligned_mae_same_support_ci95_low,aligned_mae_same_support_ci95_high,shifted_mae_video_macro_mean,shifted_mae_ci95_low,shifted_mae_ci95_high,gain_shift_minus_aligned_video_macro_mean,gain_shift_minus_aligned_ci95_low,gain_shift_minus_aligned_ci95_high
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+M4_sourceTime,audio,vision,10,100,37,0.10608212038697232,0.09495647062817791,0.11900391438347258,0.10613144132552779,0.09468061707438626,0.12023388864214406,4.932093855548141e-05,-0.000138402270899901,0.0002644478668511099
+M4_sourceTime,audio,vision,2,100,37,0.10634162971084272,0.0951935955060543,0.12024532359561485,0.10634258744158634,0.09515405380473113,0.12009526039769572,9.577307436201306e-07,-1.0696270178279515e-05,1.3246172074194955e-05
+M4_sourceTime,audio,vision,5,100,37,0.1060977863330044,0.09541860889488209,0.11980911076375722,0.1061057905801574,0.09548577428451295,0.1195104905764324,8.004247152986875e-06,-5.808767217863869e-05,7.687466521118136e-05
+M4_sourceTime,text,vision,1,100,37,0.3524187293592465,0.3221663890648929,0.3832589358215371,0.35242382845190495,0.3240157492065436,0.38444638677967397,5.09909265852445e-06,-8.073796445031578e-06,2.1147349556082562e-05
+M4_sourceTime,text,vision,10,100,37,0.34596756801060324,0.31742921319489337,0.37868989748536663,0.34664258137473164,0.31755937971955817,0.3774341924067551,0.0006750133641284713,-0.0002579232627475584,0.0017880953921477383
+M4_sourceTime,text,vision,2,100,37,0.35132473441234785,0.32286859659712197,0.38345827370335456,0.3513478712829614,0.3224631958370705,0.38120628674285656,2.3136870613531815e-05,-2.753329515642539e-05,8.594694638849325e-05
+M4_sourceTime,text,vision,5,100,37,0.3485910437432214,0.3205305428072932,0.3803397981259862,0.348778251139507,0.3203935584532843,0.3815424183815085,0.00018720739628561882,-9.496389538631425e-05,0.0005151327779809838
+M4_sourceTime,vision,audio,1,100,37,0.2231766281827664,0.20607600232587064,0.24236390166586727,0.22317987500195693,0.20554712626708696,0.2422070137882051,3.246819190537148e-06,-2.2809803989287967e-06,9.420666630299547e-06
+M4_sourceTime,vision,audio,10,100,37,0.22307425242673293,0.20607910972755006,0.24121378121482856,0.22325032634755695,0.2067523672321235,0.24305877808947715,0.00017607392082394369,-0.00022312340428489366,0.0006277892943623485
+M4_sourceTime,vision,audio,2,100,37,0.22316048174652228,0.20552624977176193,0.24224169822075334,0.22317257495856702,0.2061885128990303,0.2429836954945456,1.209321204478625e-05,-9.359554453552767e-06,3.6892148305301144e-05
+M4_sourceTime,vision,audio,5,100,37,0.2231394299643585,0.20618209030565493,0.24110680100715395,0.22321575703646734,0.20586565202003376,0.2427468816852832,7.632707210888122e-05,-4.880731381197847e-05,0.0002121602112554407
+TSFA-main,audio,vision,1,100,37,0.24988408831952214,0.22469871818983359,0.27840707807349385,0.24988695082411724,0.22501213166380882,0.2790530408493829,2.8625045951371134e-06,-1.742456965739765e-05,2.272696183944069e-05
+TSFA-main,audio,vision,10,100,37,0.24386757700414372,0.2190698984802626,0.2733444834273454,0.2444317758278318,0.21902110992468563,0.27219107996658004,0.000564198823688062,-0.00022641418153737327,0.001395855642402091
+TSFA-main,audio,vision,2,100,37,0.24895100756913924,0.22416956525924045,0.27810367903911887,0.24896510513695155,0.22274126205659267,0.27930326741638245,1.4097567812305108e-05,-4.732088382019858e-05,7.63355802100572e-05
+TSFA-main,audio,vision,5,100,37,0.2463452433058948,0.22097869036887005,0.2751587883843783,0.246497264087475,0.2214858425035993,0.2751850658218311,0.0001520207815802389,-0.00014739758679055951,0.0004554734628724275
+TSFA-main,text,vision,1,100,37,0.3476741555274325,0.32148611245427566,0.3737497650390369,0.3476541439183967,0.32086054265937813,0.37359475283999777,-2.0011609035824965e-05,-6.729367620210594e-05,3.311202856174665e-05
+TSFA-main,text,vision,10,100,37,0.33808821519346943,0.3123830481146549,0.36471129622609255,0.3382066619050689,0.31227041983330905,0.365546023769169,0.00011844671159944317,-0.001876128714584399,0.002146817830318111
+TSFA-main,text,vision,2,100,37,0.3463484496062007,0.3194491144852671,0.372250999602138,0.34635784703948913,0.31847836298931187,0.3729820835754293,9.397433288411396e-06,-0.0001571169486153489,0.00020347758379682152
+TSFA-main,text,vision,5,100,37,0.3427197299862511,0.31759720182711926,0.3687916805460675,0.34274824133142034,0.3161611675319563,0.37042456927433204,2.8511345169156534e-05,-0.0007572757773635113,0.0009358633216909969
+TSFA-main,vision,audio,1,100,37,0.30385903824985366,0.2804930920345874,0.32447569376476193,0.3038967083492334,0.28237160721884863,0.32535285142726206,3.767009937983119e-05,2.2140309296097684e-05,5.2699988083822036e-05
+TSFA-main,vision,audio,10,100,37,0.30352860244078117,0.2808613100727914,0.32450677675282535,0.30500827796376856,0.28273082537522215,0.32564273932073723,0.0014796755229874467,0.0004977929359841301,0.002395565682036881
+TSFA-main,vision,audio,2,100,37,0.30382711134055096,0.2824193253098451,0.32531113133968326,0.3039569732806986,0.2827239277182888,0.3254230913166988,0.0001298619401475382,7.685713367700474e-05,0.00018430574637678292
+TSFA-main,vision,audio,5,100,37,0.3037293283725082,0.2824902004786779,0.3239507917223273,0.30433064016570666,0.2829440499471156,0.32495928013412795,0.0006013117931984567,0.00028662674138598147,0.0009081425354786053
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/shifted_similarity_curve.png b/deep_learning/Q1/outputs/tsfa/report_bundle/shifted_similarity_curve.png
new file mode 100644
index 0000000..c792feb
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diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/temporal_content_tradeoff.png b/deep_learning/Q1/outputs/tsfa/report_bundle/temporal_content_tradeoff.png
new file mode 100644
index 0000000..404bdc0
Binary files /dev/null and b/deep_learning/Q1/outputs/tsfa/report_bundle/temporal_content_tradeoff.png differ
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/temporal_metrics_summary.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/temporal_metrics_summary.csv
new file mode 100644
index 0000000..980107e
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/temporal_metrics_summary.csv
@@ -0,0 +1,113 @@
+method,modality,clip_count,video_id_count,span_ratio_video_macro_mean,span_ratio_ci95_low,span_ratio_ci95_high,span_abs_video_macro_mean,span_abs_ci95_low,span_abs_ci95_high,metric_family,direction,pairwise_time_mae_video_macro_mean,pairwise_time_mae_ci95_low,pairwise_time_mae_ci95_high,pairwise_signed_lag_video_macro_mean,pairwise_signed_lag_ci95_low,pairwise_signed_lag_ci95_high,pairwise_time_corr_video_macro_mean,pairwise_time_corr_ci95_low,pairwise_time_corr_ci95_high,near_similarity_offdiag_video_macro_mean,near_similarity_offdiag_ci95_low,near_similarity_offdiag_ci95_high,far_similarity_video_macro_mean,far_similarity_ci95_low,far_similarity_ci95_high,d_self_offdiag_video_macro_mean,d_self_offdiag_ci95_low,d_self_offdiag_ci95_high,gram_target_error_video_macro_mean,gram_target_error_ci95_low,gram_target_error_ci95_high,far_slot_leakage_video_macro_mean,far_slot_leakage_ci95_low,far_slot_leakage_ci95_high,cycle_kind,cycle_band_error_video_macro_mean,cycle_band_error_ci95_low,cycle_band_error_ci95_high,cycle_time_mae_video_macro_mean,cycle_time_mae_ci95_low,cycle_time_mae_ci95_high,triangle_relative_error_video_macro_mean,triangle_relative_error_ci95_low,triangle_relative_error_ci95_high,triangle_mean_absolute_residual_video_macro_mean,triangle_mean_absolute_residual_ci95_low,triangle_mean_absolute_residual_ci95_high
+M3_noSourceTime,audio,100,37,0.006845225875929812,-0.0050480489482916426,0.018641673964870674,0.036477922386970923,0.029721606294995286,0.04310413792211531,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M3_noSourceTime,text,100,37,0.8675032330277417,0.8513314214973553,0.8824147079299696,0.8675032330277417,0.8522296196594468,0.8833766268951103,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M3_noSourceTime,vision,100,37,-0.05248904935502325,-0.09102026382990809,-0.017373356121759984,0.1361241436408572,0.10828269435313069,0.16937841433957945,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M3_sourceTime,audio,100,37,0.7079631044011514,0.6640514063782721,0.7384979763997631,0.7079631044011514,0.6651266517684566,0.7387978141351451,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M3_sourceTime,text,100,37,0.8675032330277417,0.8519241948813162,0.8843134111737262,0.8675032330277417,0.8520634954683572,0.8832864640856598,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M3_sourceTime,vision,100,37,0.7103498443247823,0.6786859055886948,0.7367456721643969,0.7103498443247823,0.677706011592382,0.7352975597625276,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M4_sourceTime,audio,100,37,0.8157060578090206,0.8144226218056944,0.8168588184847212,0.8157060578090206,0.8144152058853479,0.8168682832834657,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M4_sourceTime,text,100,37,0.7210220398065448,0.7029622253382732,0.7391635974741213,0.7210220398065448,0.7032309030429688,0.7388928438031057,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+M4_sourceTime,vision,100,37,0.8217648772803375,0.819098820782984,0.8244210758168445,0.8217648772803375,0.8191228203610597,0.8243458564337164,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+TSFA-global,audio,100,37,0.011351551106837957,-0.03307923351329353,0.054755991186068075,0.1361641932261882,0.1071832420028644,0.16555720151779119,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+TSFA-global,text,100,37,0.7210220398065448,0.7028018689779558,0.7385341768148932,0.7210220398065448,0.7016156508853206,0.7388307750319667,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+TSFA-global,vision,100,37,0.007610485834433587,-0.016687070936055162,0.033969306453111976,0.0831604315308393,0.06578630184541784,0.10186488890564342,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+TSFA-main,audio,100,37,0.7959866389347422,0.7814527810816472,0.8097362828007407,0.7959866389347422,0.7818257680156309,0.8106330514335037,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+TSFA-main,text,100,37,0.7210220398065448,0.7032168935165822,0.7400873256704725,0.7210220398065448,0.7028208226665803,0.7398312410824844,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+TSFA-main,vision,100,37,0.8207314282427551,0.8150341158499098,0.8263598218647393,0.8207314282427551,0.8149187170040457,0.8264408487068886,span,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+TSFA-main,audio,100,37,,,,,,,self,,,,,,,,,,,0.8234864222497095,0.8147252263635052,0.831638166641138,0.0018924057590828816,0.0014796837371070474,0.002338841789812211,0.8215940164906266,0.8128654426624269,0.8293378196210572,0.4197792178264907,0.39931766382912903,0.44031334323802956,0.005687440577387501,0.004467740371657415,0.0070866126639524945,,,,,,,,,,,,,
+TSFA-main,text,100,37,,,,,,,self,,,,,,,,,,,0.98463863452608,0.9837952570538889,0.9854168029916435,0.12195832206472494,0.11024324958022892,0.13513622841986347,0.8626803124613551,0.8502792958299866,0.8738112439977024,0.7332360007514397,0.7062337654689973,0.7604249710025476,0.19238998771979546,0.17820739335916275,0.20748713402377209,,,,,,,,,,,,,
+TSFA-main,vision,100,37,,,,,,,self,,,,,,,,,,,0.8753932551323013,0.8700816518650041,0.8800146684598407,0.004439952313729791,0.003958120248637802,0.004918994027823828,0.8709533028185714,0.8654470668263632,0.875883832637767,0.2922236461705599,0.27221210954296104,0.31353420473606874,0.010609511873370787,0.009417318597629527,0.011965775154103995,,,,,,,,,,,,,
+TSFA-multiply,audio,100,37,,,,,,,self,,,,,,,,,,,0.845473601064013,0.8371369589334942,0.8535547155860039,0.0011535688717004406,0.0008681368939363554,0.0014583059130755891,0.8443200321923128,0.8358434386626328,0.8519076978453295,0.4008834873616406,0.37780546574374,0.4226541568072099,0.0033878968038142357,0.0025584266488971052,0.0043033148150613335,,,,,,,,,,,,,
+TSFA-multiply,text,100,37,,,,,,,self,,,,,,,,,,,0.98463863452608,0.9837051549803183,0.9854353569171195,0.12195832206472494,0.11040081311310136,0.13455153639535794,0.8626803124613551,0.8512955021521286,0.8742087339006359,0.7332360007514397,0.7059750518908112,0.7605916492760649,0.19238998771979546,0.17717071592148534,0.20736117762042403,,,,,,,,,,,,,
+TSFA-multiply,vision,100,37,,,,,,,self,,,,,,,,,,,0.902764058566973,0.8974145599745504,0.9077503722502418,0.0022335280035617423,0.0019388695415776,0.0025267593271357434,0.9005305305634114,0.8948633558813284,0.9057063079847478,0.2410330598364526,0.2190705020750994,0.26486362144176023,0.005374162383074902,0.0045517751203657825,0.006298533655693178,,,,,,,,,,,,,
+TSFA-random,audio,100,37,,,,,,,self,,,,,,,,,,,0.1702136025448653,0.16723226208912714,0.17300510804100797,0.050006548425651956,0.04463245283092054,0.05590187111703176,0.12020705411921334,0.11476586705860664,0.125197794987648,0.9000364572774586,0.8908052350066653,0.9108907750588845,0.3193311199680904,0.29964326945087166,0.34036697059575866,,,,,,,,,,,,,
+TSFA-random,text,100,37,,,,,,,self,,,,,,,,,,,0.98463863452608,0.9837430297876442,0.9854105897288065,0.12195832206472494,0.11012758265837151,0.13410818320090137,0.8626803124613551,0.8498772919284686,0.874141656735737,0.7332360007514397,0.7050931335501408,0.7594350878347045,0.19238998771979546,0.17794175293831158,0.20700749691688433,,,,,,,,,,,,,
+TSFA-random,vision,100,37,,,,,,,self,,,,,,,,,,,0.18680846851618726,0.18398392204894654,0.18986701006886691,0.16210455704600274,0.1565246182058625,0.16698550554870373,0.02470391147018457,0.020263875415987974,0.029383917404735463,1.0959556252675098,1.0855062865988658,1.1058215053916503,0.5504916063539527,0.5429613692763432,0.5567723296495888,,,,,,,,,,,,,
+M3_noSourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_audio_vision_audio,0.9654507654379716,0.94782301334197,0.9844262926673437,0.24526603600206048,0.24460695902603002,0.24592368024056546,,,,,,
+M3_noSourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_audio_text,0.8658500951793273,0.8596118509176524,0.8712751183264686,0.21988855319734216,0.21315919945463932,0.22707554891642193,,,,,,
+M3_noSourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_vision_text,0.8312663326293602,0.8178681469090896,0.8442766436361115,0.20514106384912809,0.19733560193931374,0.2124968724218096,,,,,,
+M3_noSourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,triangle_TAV,,,,,,,0.635751241203901,0.6076922664336832,0.6627118953375897,0.019152084617695322,0.016176198013098882,0.02205733569262106
+M3_sourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_audio_vision_audio,0.8045496673993995,0.7971204875711047,0.8125584394999472,0.11888443345978468,0.10957197271767381,0.12804746974727776,,,,,,
+M3_sourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_audio_text,0.7470532880949274,0.7350454921488248,0.7583312459337788,0.10782301608973462,0.09783257218838352,0.11888516673233186,,,,,,
+M3_sourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_vision_text,0.7488389508139521,0.7375039579370523,0.7604845451779533,0.11137686125855244,0.10127015365499387,0.12215765169648239,,,,,,
+M3_sourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,triangle_TAV,,,,,,,0.39458475984546676,0.3873522859378844,0.40157171964300187,0.01299650427840006,0.011530419632056874,0.014404423079089927
+M4_sourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_audio_vision_audio,0.7194542968836412,0.7187292856075248,0.7202319735193489,0.04983903677260223,0.049023056283463394,0.050749148327950494,,,,,,
+M4_sourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_audio_text,0.8651297946131749,0.8462946860695034,0.8852096860574188,0.09564003516962925,0.08768005125014286,0.10423717662834384,,,,,,
+M4_sourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_vision_text,0.8642305913190416,0.8457638814878798,0.8844126405604584,0.09851611937621746,0.09029651463872992,0.10699334122957067,,,,,,
+M4_sourceTime,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,triangle_TAV,,,,,,,0.2262284485325185,0.22148258912718663,0.23134585693643994,0.006954086200606416,0.006118734019699923,0.007763513689622475
+TSFA-global,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_audio_vision_audio,1.7233751514850173,1.5320620802026454,1.910227031436825,0.2499189757629977,0.24813426973160263,0.2517913851678485,,,,,,
+TSFA-global,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_audio_text,0.8828054688922468,0.8655570599393629,0.9002497028299116,0.16017333436663472,0.15020650011568096,0.17071839324736315,,,,,,
+TSFA-global,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_vision_text,0.948073999704302,0.9353821128883112,0.961931287382611,0.22096955633926135,0.21213126171141727,0.22922736277343997,,,,,,
+TSFA-global,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,triangle_TAV,,,,,,,0.14486850608413515,0.12897322570694134,0.16042111551767863,0.003349657125055823,0.0027169777735415804,0.003995757491955577
+TSFA-main,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_audio_vision_audio,2.0587887072533735,1.883379123386877,2.239275068016061,0.04549742980449285,0.04396053159546751,0.04718275588930528,,,,,,
+TSFA-main,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_audio_text,0.8415374909118359,0.8187267280346352,0.8647714332096803,0.08541476449405673,0.07766053427838494,0.09406202419279779,,,,,,
+TSFA-main,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_vision_text,0.8473648847790903,0.8255998143909318,0.871333941141899,0.08711804315672145,0.07865623181447821,0.09561705139066572,,,,,,
+TSFA-main,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,triangle_TAV,,,,,,,0.11295304219180526,0.10829628941263399,0.11777329791566588,0.003259473054729029,0.0028647321008819352,0.003665811502401078
+TSFA-multiply,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_audio_vision_audio,2.067465096935341,1.8999584180770852,2.2458561639507786,0.04087040783248778,0.039240224738941,0.04256950418053263,,,,,,
+TSFA-multiply,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_audio_text,0.8402509149510545,0.8179641691851386,0.8632553287603144,0.08511486218799579,0.0765977381321801,0.09348774126063883,,,,,,
+TSFA-multiply,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_vision_text,0.8443214704351736,0.8227938391074004,0.8671506370987065,0.08644753408290066,0.07827521794931933,0.09534041757944388,,,,,,
+TSFA-multiply,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,triangle_TAV,,,,,,,0.11133536067721364,0.10623922285694568,0.11667533159216026,0.0031566936483280374,0.002768192325193071,0.0035930796529320273
+TSFA-random,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_audio_vision_audio,1.2376846358141187,1.1866995355978647,1.2929412415837394,0.22290692396408593,0.22159528393492708,0.2241383736708128,,,,,,
+TSFA-random,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_audio_text,0.8726010103709779,0.856940323413578,0.8882453329903173,0.15424833033806157,0.14485775852974697,0.16349338810652073,,,,,,
+TSFA-random,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,cycle_text_vision_text,0.9356607187725524,0.9246008385013482,0.9475927270482284,0.2136385162721102,0.20676204288370334,0.22075529878895422,,,,,,
+TSFA-random,,100,37,,,,,,,cycle_triangle,,,,,,,,,,,,,,,,,,,,,,,,,,triangle_TAV,,,,,,,0.2284731831664083,0.21969593281342203,0.2373126331123121,0.005839563997881332,0.005085714025060491,0.006556360621932
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/temporal_semantic_attention.png b/deep_learning/Q1/outputs/tsfa/report_bundle/temporal_semantic_attention.png
new file mode 100644
index 0000000..a5ff9fd
Binary files /dev/null and b/deep_learning/Q1/outputs/tsfa/report_bundle/temporal_semantic_attention.png differ
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/tsfa_config.json b/deep_learning/Q1/outputs/tsfa/report_bundle/tsfa_config.json
new file mode 100644
index 0000000..906d3b6
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/tsfa_config.json
@@ -0,0 +1,43 @@
+{
+  "seed": 42,
+  "grid_size": 50,
+  "hidden_size": 128,
+  "heads_in_frozen_alignment": 4,
+  "delta_normalized_time": 0.1,
+  "hard_negative_offsets_slots": [
+    -5,
+    -3,
+    -2,
+    2,
+    3,
+    5
+  ],
+  "semantic_epochs": 40,
+  "semantic_learning_rate": 0.001,
+  "local_contrastive_temperature": 0.1,
+  "content_probe_epochs": 40,
+  "content_probe_temperature": 0.1,
+  "reconstruction_probe_epochs": 40,
+  "shuffle_repeats": 20,
+  "random_window_repeats": 20,
+  "window_ablation_status": "delta sweep and 80-percent attention-mass window deferred until the seven-method MVP is reviewed",
+  "semantic_query_key_inputs": "Frozen M4 attention-pooled text value output is the semantic query input; M4 pre-attention projected Audio/Vision content is the semantic key/value input. No explicit source-time code, absolute PE, slot ID, or latent positional vector is passed to semantic Q/K. Temporal selection can still encode time indirectly.",
+  "baseline_content_values": "M4 and M3 Audio/Vision use each checkpoint's actual MHA attention output. M3 Text uses attention-pooled pre-attention text features to remove its source-time query residual.",
+  "temporal_role": "Frozen M4 attention supplies candidate masks; TSFA-multiply additionally multiplies semantic probabilities by M4 temporal attention",
+  "local_contrastive": "same-slot positives with within-clip slot-offset negatives at +/-2, +/-3, +/-5; symmetric Text-Audio and Text-Vision loss",
+  "random_candidate": "same delta-width windows with independently sampled centers at inference; 20 held-out random draws, one train draw for the train-only probe",
+  "global_candidate": "all valid source positions available to semantic attention",
+  "content_probe": "same train-only symmetric within-clip InfoNCE probe applied to each method; held-out negatives are positions more than two slots away",
+  "content_shuffle": "independently permute each modality's 50 projected content rows within each held-out clip; M4 and TSFA-main",
+  "reconstruction": "fold-train decoder predicts one aligned content representation from the other two; shift one partner by signed offsets +/-1,2,5,10 on identical target support",
+  "confidence_intervals": "95-percent video_id-cluster bootstrap; 2,000 repetitions for CSV summaries",
+  "methods": [
+    "M3_noSourceTime",
+    "M3_sourceTime",
+    "M4_sourceTime",
+    "TSFA-main",
+    "TSFA-multiply",
+    "TSFA-random",
+    "TSFA-global"
+  ]
+}
\ No newline at end of file
diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/tsfa_temporal_diagnostics_summary.csv b/deep_learning/Q1/outputs/tsfa/report_bundle/tsfa_temporal_diagnostics_summary.csv
new file mode 100644
index 0000000..8b092b5
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/report_bundle/tsfa_temporal_diagnostics_summary.csv
@@ -0,0 +1,22 @@
+method,modality,clip_count,video_id_count,mvr_epsilon_0_01_video_macro_mean,mvr_epsilon_0_01_ci95_low,mvr_epsilon_0_01_ci95_high,mvr_epsilon_0_02_video_macro_mean,mvr_epsilon_0_02_ci95_low,mvr_epsilon_0_02_ci95_high,mvr_epsilon_0_05_video_macro_mean,mvr_epsilon_0_05_ci95_low,mvr_epsilon_0_05_ci95_high,time_span_ratio_video_macro_mean,time_span_ratio_ci95_low,time_span_ratio_ci95_high,normalized_entropy_mean_video_macro_mean,normalized_entropy_mean_ci95_low,normalized_entropy_mean_ci95_high,source_coverage_rate_video_macro_mean,source_coverage_rate_ci95_low,source_coverage_rate_ci95_high
+M3_noSourceTime,audio,100,37,0.1523511850042463,0.12890654138103116,0.1775852091158214,0.11118027648639893,0.09314737478002783,0.13030062861695513,0.03717244941734738,0.026531859848186373,0.04761878496572374,0.006845225875929802,-0.004974720338403389,0.018367859269390833,0.9484751192262098,0.9413206608520659,0.9551741392240333,1.0,1.0,1.0
+M3_noSourceTime,text,100,37,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8675032330277417,0.8521122687516515,0.8834943239261863,0.0013463322666157121,0.0,0.004038996799847136,1.0,1.0,1.0
+M3_noSourceTime,vision,100,37,0.19206480533011147,0.16843243024365476,0.21904841795147914,0.1745917929591399,0.15144481215909786,0.1997835736611246,0.1288914278710197,0.10981094432625045,0.14901438245826,-0.05248904935502326,-0.09002182426718092,-0.018003616275419482,0.806956850982112,0.7777992190084679,0.8363112281176653,1.0,1.0,1.0
+M3_sourceTime,audio,100,37,0.12775457673416857,0.10811011083970269,0.15060003151839885,0.11171039844509233,0.09435531741654192,0.1297671249967168,0.07801066372494944,0.06502721745068683,0.09146934835710345,0.7079631044011514,0.6658551697959926,0.7388692005361774,0.876785624402091,0.8714454313105274,0.8814951963640908,1.0,1.0,1.0
+M3_sourceTime,text,100,37,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8675032330277417,0.8514982524616859,0.8832306376250671,0.0013463322666157121,0.0,0.004038996799847136,1.0,1.0,1.0
+M3_sourceTime,vision,100,37,0.12819977411814146,0.10739960076694771,0.152875036114832,0.11318563461420603,0.09480123709715546,0.13370256918726306,0.07447141018569589,0.062481876920652414,0.08859555984555983,0.7103498443247823,0.6770012181250491,0.7366984965947195,0.783255981912249,0.7721062307032261,0.7937545194100867,1.0,1.0,1.0
+M4_sourceTime,audio,100,37,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8157060578090207,0.8144300662672872,0.8168691650761236,0.8461043286957146,0.8432685890105509,0.8494121036930785,1.0,1.0,1.0
+M4_sourceTime,text,100,37,0.0022181073201481363,0.0,0.005572452919391665,0.0003742809865258845,0.0,0.0009849499645418012,0.0,0.0,0.0,0.7210220398065448,0.7030382029586985,0.7392271515304444,0.6015413742024268,0.5867125625307114,0.6174784327556735,1.0,1.0,1.0
+M4_sourceTime,vision,100,37,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8217648772803375,0.8191443827978445,0.8242396484969566,0.7198475360014294,0.7103728027872257,0.7303326531663908,1.0,1.0,1.0
+TSFA-global,audio,100,37,0.2408066959087367,0.21770717875309714,0.2635084793248058,0.14064997942548962,0.1231999054448034,0.157178588938793,0.03884773986814804,0.029588586399810893,0.04845730570220366,0.01135155110683782,-0.03307952783374511,0.05474875110063228,0.7009484166229463,0.6727335474417834,0.7300350355184457,1.0,1.0,1.0
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+TSFA-global,vision,100,37,0.13183358285399102,0.10105264885877131,0.16295599900191735,0.06452516656598291,0.043409021266164124,0.08763517891068912,0.017349565308748986,0.00888142515693536,0.027128378378378375,0.0076104858344335806,-0.01709729452706841,0.03299500925503682,0.902044345677258,0.8671364603137538,0.9334658138613803,1.0,1.0,1.0
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diff --git a/deep_learning/Q1/outputs/tsfa/report_bundle/typical_sample_tsfa.png b/deep_learning/Q1/outputs/tsfa/report_bundle/typical_sample_tsfa.png
new file mode 100644
index 0000000..4eb3995
Binary files /dev/null and b/deep_learning/Q1/outputs/tsfa/report_bundle/typical_sample_tsfa.png differ
diff --git a/deep_learning/Q1/outputs/tsfa/run_manifest.json b/deep_learning/Q1/outputs/tsfa/run_manifest.json
new file mode 100644
index 0000000..1e9f9a1
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/run_manifest.json
@@ -0,0 +1,260 @@
+{
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+    {
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+      "validation_sample_ids": [
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+        "-yRb-Jum7EQ/5",
+        "-yRb-Jum7EQ/6"
+      ]
+    }
+  ],
+  "alignment_models_retrained": false,
+  "temporal_branch": "frozen M4_sourceTime D5 checkpoint per grouped fold",
+  "semantic_branch_trained": true,
+  "emotion_labels_used_for_alignment": false,
+  "feature_extractors_changed": false,
+  "feature_encoder_note": "Existing BERT text and DeiT image features are reused unchanged.",
+  "example_sample_id": "-3g5yACwYnA/13",
+  "parameters": {
+    "seed": 42,
+    "grid_size": 50,
+    "hidden_size": 128,
+    "heads_in_frozen_alignment": 4,
+    "delta_normalized_time": 0.1,
+    "hard_negative_offsets_slots": [
+      -5,
+      -3,
+      -2,
+      2,
+      3,
+      5
+    ],
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+    "semantic_learning_rate": 0.001,
+    "local_contrastive_temperature": 0.1,
+    "content_probe_epochs": 40,
+    "content_probe_temperature": 0.1,
+    "reconstruction_probe_epochs": 40,
+    "shuffle_repeats": 20,
+    "random_window_repeats": 20,
+    "window_ablation_status": "delta sweep and 80-percent attention-mass window deferred until the seven-method MVP is reviewed"
+  },
+  "methods": [
+    "M3_noSourceTime",
+    "M3_sourceTime",
+    "M4_sourceTime",
+    "TSFA-main",
+    "TSFA-multiply",
+    "TSFA-random",
+    "TSFA-global"
+  ],
+  "protocol": {
+    "semantic_query_key_inputs": "Frozen M4 attention-pooled text value output is the semantic query input; M4 pre-attention projected Audio/Vision content is the semantic key/value input. No explicit source-time code, absolute PE, slot ID, or latent positional vector is passed to semantic Q/K. Temporal selection can still encode time indirectly.",
+    "baseline_content_values": "M4 and M3 Audio/Vision use each checkpoint's actual MHA attention output. M3 Text uses attention-pooled pre-attention text features to remove its source-time query residual.",
+    "temporal_role": "Frozen M4 attention supplies candidate masks; TSFA-multiply additionally multiplies semantic probabilities by M4 temporal attention",
+    "local_contrastive": "same-slot positives with within-clip slot-offset negatives at +/-2, +/-3, +/-5; symmetric Text-Audio and Text-Vision loss",
+    "random_candidate": "same delta-width windows with independently sampled centers at inference; 20 held-out random draws, one train draw for the train-only probe",
+    "global_candidate": "all valid source positions available to semantic attention",
+    "content_probe": "same train-only symmetric within-clip InfoNCE probe applied to each method; held-out negatives are positions more than two slots away",
+    "content_shuffle": "independently permute each modality's 50 projected content rows within each held-out clip; M4 and TSFA-main",
+    "reconstruction": "fold-train decoder predicts one aligned content representation from the other two; shift one partner by signed offsets +/-1,2,5,10 on identical target support",
+    "confidence_intervals": "95-percent video_id-cluster bootstrap; 2,000 repetitions for CSV summaries"
+  },
+  "input_paths": {
+    "feature_dir": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/q1_features/features",
+    "feature_manifest": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/audit/manifest.csv",
+    "grouped_splits": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/method_comparison/splits.json",
+    "checkpoint_root": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/alignment_debug/heldout",
+    "m3_m4_checkpoint_variants": [
+      "M3_noSourceTime",
+      "M3_sourceTime",
+      "M4_sourceTime"
+    ]
+  },
+  "device": "cuda",
+  "gpu_name": "NVIDIA GeForce RTX 5070 Ti",
+  "python": "3.14.7",
+  "torch": "2.14.0+cu130",
+  "elapsed_seconds": 129.8167963027954,
+  "interpretation_limits": [
+    "Same-slot labels are a temporal training convention, not independent semantic ground truth.",
+    "Frozen M4 temporal attention was trained with a timestamp-derived Gaussian prior; time may enter content indirectly through candidate selection.",
+    "AUC, retrieval, and shifted similarity measure within-clip content matchability, not human event alignment.",
+    "Reconstruction predicts M4/TSFA pooled content values, not raw waveform or image pixels.",
+    "Five folds use one alignment-model seed; bootstrap intervals quantify video-group sampling uncertainty, not seed uncertainty.",
+    "Human event IoU/center error remains pending event annotation."
+  ],
+  "input_sha256": {
+    "feature_manifest": "bc07d5fb1ff104144cf845abf856c4e04da3caadda0c05d4b798a64a581bb35a",
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+    "uv_lock": "28ae0c736eef130a380022da82c79c473f467e2cb8dad4c199a85fd0b1faadf1",
+    "features_combined": "ed99618a0f4ac943fd21c214a331aeff11ca6aa7419b48622ab25f8f8d8ae985",
+    "feature_file_count": 100,
+    "frozen_alignment_checkpoints": {
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+      "fold_02/M4_sourceTime": "f77c6a46ec6424b7a52907bca81a0842ec0066ba9dec38b8e10bfbbf455a1a62",
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+      "fold_03/M3_sourceTime": "f52e47bdbe8a3b3b360ad053a202570170f45cdfc6d07066f6e8558d31182125",
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+      "fold_04/M3_sourceTime": "304c7287f4d777b27a5354e4316802cdc6de75dd1dd20a419314255b67618a4e",
+      "fold_04/M4_sourceTime": "d0e50814377b5b98fbf70c3ca48431756b22391823629dab74c3192b8bfe1a3d",
+      "fold_05/M3_noSourceTime": "0f8d57bae2af04e0a7432a42a68b02b09c60bac4da68d4b7595905a31e1c8fe2",
+      "fold_05/M3_sourceTime": "47bccf271f6046e695fd7ad7e16d9a018d944df5773b5a8e15af9be80bd9af41",
+      "fold_05/M4_sourceTime": "787e28df330b9891f8ff24c6522d808bd0a1bac269f29c6f11dff55b8ba95d4e"
+    }
+  }
+}
\ No newline at end of file
diff --git a/deep_learning/Q1/outputs/tsfa/shifted_reconstruction_by_clip.csv b/deep_learning/Q1/outputs/tsfa/shifted_reconstruction_by_clip.csv
new file mode 100644
index 0000000..cf567ce
--- /dev/null
+++ b/deep_learning/Q1/outputs/tsfa/shifted_reconstruction_by_clip.csv
@@ -0,0 +1,4801 @@
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diff --git a/deep_learning/Q1/outputs/tsfa/shifted_reconstruction_gain.png b/deep_learning/Q1/outputs/tsfa/shifted_reconstruction_gain.png
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index 0000000..26c7c3d
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diff --git a/deep_learning/Q1/outputs/tsfa/shifted_reconstruction_summary.csv b/deep_learning/Q1/outputs/tsfa/shifted_reconstruction_summary.csv
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index 0000000..b8951e0
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