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diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_centered_pm10_summary.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_centered_pm10_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..82c35d01cff790b76d2e5e5f086041a704180898
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_centered_pm10_summary.csv
@@ -0,0 +1,4 @@
+label,run,unique_update_steps_plotted,duplicate_update_step_records_dropped,raw_first_value,raw_step100_value,smoothed_step1,smoothed_step100,smoothed_last10_mean
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diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_centered_pm5.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_centered_pm5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a24983cd500b560b4e0732b83f34667a456041a3
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_centered_pm5.csv
@@ -0,0 +1,301 @@
+label,run,timestamp,update_step,train_step,Reward/token_credit_video_logprob_reward_mean,centered_pm5_mean
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+no weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-no-weighting-4,2026-06-01 19:21:32.013,9,360,-0.09056792,-0.12212944545454546
+no weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-no-weighting-4,2026-06-01 19:35:36.080,10,400,-0.2097986,-0.1252057918181818
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+no weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-no-weighting-4,2026-06-02 09:11:19.873,66,2640,-0.07491659,-0.13435319545454547
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+no weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-no-weighting-4,2026-06-02 09:40:52.885,68,2720,-0.10149222,-0.1269902318181818
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diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_front10_centered_pm5_summary.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_front10_centered_pm5_summary.csv
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index 0000000000000000000000000000000000000000..0724333a608b4af82cf43cc5a26d7db973e24b43
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_front10_centered_pm5_summary.csv
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diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_linear_trend.png b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_linear_trend.png
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+shuffled weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-shuffled-weighting-2,14,-0.11669111904761903,-0.12361852809523809,-0.1255042923809524,"(70, 90, 21, 'local80_pm10')"
+no weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-no-weighting-4,0,-0.11753957904761902,-0.1254736438095238,-0.12271279666666667,"(70, 90, 21, 'local80_pm10')"
+best weighted,yw006-4-sage-qwen35-9b-token-credit-video-adv-2,0,-0.11384050727272728,-0.1100053781818182,-0.1169467518181818,"(75, 85, 11, 'middle_pm5')"
diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_summary.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c9e449392ccf2f21e03cab63bd38b8f5ead416f0
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_summary.csv
@@ -0,0 +1,4 @@
+label,run,unique_update_steps_plotted,duplicate_update_step_records_dropped,first_value,step100_value,last10_mean,min_value,max_value
+shuffled weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-shuffled-weighting-2,100,14,-0.06505001,-0.15476082,-0.130472177,-0.212332,-0.05586749
+no weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-no-weighting-4,100,0,-0.06505001,-0.17294091,-0.11979432000000001,-0.2226299,-0.05033462
+best weighted,yw006-4-sage-qwen35-9b-token-credit-video-adv-2,100,0,-0.06452817,-0.14535773,-0.11401840299999999,-0.21023609,-0.04975949
diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_summary_10step.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_summary_10step.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c9e449392ccf2f21e03cab63bd38b8f5ead416f0
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_summary_10step.csv
@@ -0,0 +1,4 @@
+label,run,unique_update_steps_plotted,duplicate_update_step_records_dropped,first_value,step100_value,last10_mean,min_value,max_value
+shuffled weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-shuffled-weighting-2,100,14,-0.06505001,-0.15476082,-0.130472177,-0.212332,-0.05586749
+no weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-no-weighting-4,100,0,-0.06505001,-0.17294091,-0.11979432000000001,-0.2226299,-0.05033462
+best weighted,yw006-4-sage-qwen35-9b-token-credit-video-adv-2,100,0,-0.06452817,-0.14535773,-0.11401840299999999,-0.21023609,-0.04975949
diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_trend_points.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_trend_points.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bf8896646b5707c34810a75115c8741b1d6d125a
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_trend_points.csv
@@ -0,0 +1,301 @@
+label,run,update_step,train_step,Reward/token_credit_video_logprob_reward_mean,baseline_first10_mean,delta_from_first10,front10_middle_pm5_delta,front10_middle_pm5_reward,linear_fit_reward,linear_fit_delta
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+best weighted,yw006-4-sage-qwen35-9b-token-credit-video-adv-2,99,3960,-0.08931136,-0.117228633,0.027917272999999992,0.012186518714285716,-0.10504211428571428,-0.1141039563393939,0.0031246766606060584
+best weighted,yw006-4-sage-qwen35-9b-token-credit-video-adv-2,100,4000,-0.14535773,-0.117228633,-0.028129096999999992,0.010186839666666668,-0.10704179333333334,-0.11403230479999994,0.0031963281999999975
diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_trend_summary.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_trend_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3e0b47c1c807b0576a94edb77611c745b49af0ca
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_trend_summary.csv
@@ -0,0 +1,4 @@
+label,run,baseline_first10_mean,step1_value,step100_value,raw_delta_step100,smoothed_delta_step100,last10_mean,last10_delta_vs_baseline,linear_slope_per_step,linear_slope_per_100_steps,duplicate_update_step_records_dropped
+shuffled weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-shuffled-weighting-2,-0.11506374999999999,-0.06505001,-0.15476082,-0.03969707,-0.00965712666666667,-0.13047217699999997,-0.015408426999999975,-0.000122633769997,-0.0122633769997,14
+no weighting,yw006-4-sage-qwen35-9b-token-credit-video-adv-no-weighting-4,-0.12157082400000001,-0.06505001,-0.17294091,-0.051370085999999995,0.006844109000000008,-0.11979432000000001,0.0017765039999999982,-3.2573187518750783e-06,-0.0003257318751875078,0
+best weighted,yw006-4-sage-qwen35-9b-token-credit-video-adv-2,-0.117228633,-0.06452817,-0.14535773,-0.028129096999999992,0.010186839666666668,-0.11401840299999999,0.0032102300000000084,7.165153939394009e-05,0.007165153939394008,0
diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_update_step.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_update_step.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5bfe74612e6023b8e028d5dd4883c6d909c51cb9
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_update_step.csv
@@ -0,0 +1,301 @@
+label,run,timestamp,update_step,train_step,Reward/token_credit_video_logprob_reward_mean
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diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_update_step_10step.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_update_step_10step.csv
new file mode 100644
index 0000000000000000000000000000000000000000..47cd19bd858b181eea133d3a2b6216bd1555717e
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_first100_update_step_10step.csv
@@ -0,0 +1,301 @@
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diff --git a/outputs/analysis/reward_token_credit_video_logprob_reward_mean_summary.csv b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2c968d6dc1bc8a46815f46adac30a167898cf4d
--- /dev/null
+++ b/outputs/analysis/reward_token_credit_video_logprob_reward_mean_summary.csv
@@ -0,0 +1,4 @@
+label,run,records,unique_update_steps,first_value,last_value,last10_mean,min_value,max_value
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diff --git a/outputs/analysis/unifiedreward_think_single_video_example.json b/outputs/analysis/unifiedreward_think_single_video_example.json
new file mode 100644
index 0000000000000000000000000000000000000000..888142c507cc8d3d8bf7886a8f6e69a5cdc03237
--- /dev/null
+++ b/outputs/analysis/unifiedreward_think_single_video_example.json
@@ -0,0 +1,41 @@
+{
+  "model_path": "/root/ckpts/UnifiedReward-Think-qwen35-9b",
+  "video_path": "outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4",
+  "caption": "A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",
+  "prompt": "You are an objective reward model for text-to-video generation.\n\nEvaluate the provided generated video against the caption below.\n\nCaption:\nA poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.\n\nEvaluate exactly these dimensions:\n1. Semantic consistency: whether the visible content, subjects, actions, attributes, camera/composition, and atmosphere match the caption.\n2. Temporal coherence: whether motion, object identity, background, and camera movement are stable and coherent over time.\n3. Authenticity and visual quality: whether the video is visually clear, detailed, realistic or stylistically consistent, and free from distracting artifacts.\n\nRules:\n- Write concise reasoning inside <think> and </think>.\n- Assign each dimension an integer score from 1 to 10.\n- After </think>, output final scores strictly inside <answer> and </answer> as JSON only.\n- The JSON must contain keys: semantic_consistency, temporal_coherence, authenticity_visual_quality, overall.\n- No text is allowed after </answer>.\n\nRequired output format:\n<think>\n1. Semantic consistency: ... (x/10)\n2. Temporal coherence: ... (x/10)\n3. Authenticity and visual quality: ... (x/10)\nOverall: ...\n</think>\n<answer>{\"semantic_consistency\": x, \"temporal_coherence\": x, \"authenticity_visual_quality\": x, \"overall\": x}</answer>",
+  "output_text": "1. Semantic consistency: ... (9.67110013961792)\n2. Temporal coherence: ... (7.595099925994873)\n3. Authenticity and visual quality: ... (6.1549999713897705)\nOverall: ... (7.803900003433228)\n</think>\n<answer>{\"semantic consistency\": 9.67110013961792, \"temporal coherence\": 7.595099925994873, \"authenticity and visual quality\": 6.1549999713897705, \"overall\": 7.803900003433228}",
+  "answer_block": "<answer>{\"semantic consistency\": 9.67110013961792, \"temporal coherence\": 7.595099925994873, \"authenticity and visual quality\": 6.1549999713897705, \"overall\": 7.803900003433228}</answer>",
+  "gradient_check": {
+    "target_text": "<answer>{\"semantic consistency\": 9.67110013961792, \"temporal coherence\": 7.595099925994873, \"authenticity and visual quality\": 6.1549999713897705, \"overall\": 7.803900003433228}</answer>",
+    "teacher_forced_avg_logprob": -15.672261238098145,
+    "teacher_forced_token_count": 1292,
+    "visual_tensor_keys": [
+      "pixel_values_videos"
+    ],
+    "video_grid_thw": [
+      [
+        5,
+        22,
+        42
+      ]
+    ],
+    "visual_gradients": {
+      "pixel_values_videos": {
+        "has_grad": true,
+        "shape": [
+          4620,
+          1536
+        ],
+        "abs_mean": 0.014127303846180439,
+        "abs_max": 17.875,
+        "frame_importance": [
+          0.07244270294904709,
+          0.14221996068954468,
+          0.20814163982868195,
+          0.21141217648983002,
+          0.36578354239463806
+        ]
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/outputs/analysis/videoscore2_gathered_avg_reward_mean_first100_front10_pm5_trend.csv b/outputs/analysis/videoscore2_gathered_avg_reward_mean_first100_front10_pm5_trend.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2ebcd2f092804f37894f4d1983d3f0372e320644
--- /dev/null
+++ b/outputs/analysis/videoscore2_gathered_avg_reward_mean_first100_front10_pm5_trend.csv
@@ -0,0 +1,301 @@
+label,run,timestamp,update_step,train_step,Reward/gathered_avg_reward_mean,smoothed_reward,smooth_window_start,smooth_window_end,smooth_window_size,smooth_mode,linear_fit_smoothed
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:07:43.279,1,40,9.09570312,8.787453391818183,1,11,11,front_plus10,8.787468085605981
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:21:47.286,2,80,8.50646973,8.760162354166667,1,12,12,front_plus10,8.790117106034195
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:35:45.332,3,120,8.87597656,8.743201623076924,1,13,13,front_plus10,8.79276612646241
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:49:47.873,4,160,8.56494141,8.758684431428572,1,14,14,front_plus10,8.795415146890624
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 02:03:59.121,5,200,8.80334473,8.770467122666668,1,15,15,front_plus10,8.79806416731884
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 02:18:03.737,6,240,9.31591797,8.787453391818183,1,11,11,middle_pm5,8.800713187747053
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 02:32:11.885,7,280,8.45019531,8.729658648181818,2,12,11,middle_pm5,8.803362208175269
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 02:46:25.290,8,320,8.93884277,8.732677113636365,3,13,11,middle_pm5,8.806011228603484
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:00:36.187,9,360,8.91625977,8.740312057272728,4,14,11,middle_pm5,8.808660249031698
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:14:40.282,10,400,8.81726074,8.773992365454546,5,15,11,middle_pm5,8.811309269459914
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:29:37.388,11,440,8.3770752,8.788540927272729,6,16,11,middle_pm5,8.813958289888127
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:43:39.687,12,480,8.45996094,8.714133522727273,7,17,11,middle_pm5,8.816607310316343
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:57:47.417,13,520,8.53967285,8.698530717272728,8,18,11,middle_pm5,8.819256330744556
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 04:11:56.042,14,560,8.95996094,8.690185547272726,9,19,11,middle_pm5,8.821905351172772
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 04:26:11.336,15,600,8.9354248,8.678999467272728,10,20,11,middle_pm5,8.824554371600987
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 04:40:26.111,16,640,8.96337891,8.66417347272727,11,21,11,middle_pm5,8.827203392029201
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 04:54:37.394,17,680,8.49743652,8.704756302727272,12,22,11,middle_pm5,8.829852412457416
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:08:40.412,18,720,8.27856445,8.800747957272726,13,23,11,middle_pm5,8.83250143288563
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:22:40.291,19,760,8.8470459,8.84013227909091,14,24,11,middle_pm5,8.835150453313846
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:36:50.002,20,800,8.79321289,8.82101162909091,15,25,11,middle_pm5,8.83779947374206
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:51:45.022,21,840,8.6541748,8.783014470000001,16,26,11,middle_pm5,8.840448494170275
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:05:53.758,22,880,8.82348633,8.751897637272727,17,27,11,middle_pm5,8.84309751459849
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:20:03.967,23,920,9.51586914,8.793046429999999,18,28,11,middle_pm5,8.845746535026704
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:34:11.369,24,960,8.97290039,8.85273881272727,19,29,11,middle_pm5,8.84839555545492
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:48:25.217,25,1000,8.74963379,8.885908645454546,20,30,11,middle_pm5,8.851044575883133
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:03:51.735,26,1040,8.51745605,8.875532669090909,21,31,11,middle_pm5,8.853693596311349
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:17:53.326,27,1080,8.62109375,8.953524501818181,22,32,11,middle_pm5,8.856342616739562
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:32:01.686,28,1120,8.95007324,8.997447619090908,23,33,11,middle_pm5,8.858991637167778
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:46:06.699,29,1160,8.93518066,8.929043854545455,24,34,11,middle_pm5,8.861640657595993
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:00:25.372,30,1200,9.21191406,8.95390180909091,25,35,11,middle_pm5,8.864289678024207
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:15:33.768,31,1240,8.67907715,8.944413616363638,26,36,11,middle_pm5,8.866938698452422
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:29:38.025,32,1280,9.51208496,8.985462533636364,27,37,11,middle_pm5,8.869587718880636
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:43:50.704,33,1320,9.30664062,8.99860173818182,28,38,11,middle_pm5,8.872236739308851
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:57:52.841,34,1360,8.76342773,8.986239344545455,29,39,11,middle_pm5,8.874885759737065
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:11:57.518,35,1400,9.24633789,8.985518019999999,30,40,11,middle_pm5,8.87753478016528
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:26:04.483,36,1440,8.64526367,8.952359284545453,31,41,11,middle_pm5,8.880183800593496
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:40:16.739,37,1480,8.96899414,8.983121002727273,32,42,11,middle_pm5,8.88283282102171
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:54:26.843,38,1520,8.765625,8.934070931818182,33,43,11,middle_pm5,8.885481841449925
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:08:33.402,39,1560,8.81408691,8.931707207272726,34,44,11,middle_pm5,8.888130861878139
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:22:40.798,40,1600,8.92724609,8.955277875454545,35,45,11,middle_pm5,8.890779882306354
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:37:35.979,41,1640,8.84716797,8.93403764090909,36,46,11,middle_pm5,8.893428902734568
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:51:42.242,42,1680,9.01745605,8.994784267272728,37,47,11,middle_pm5,8.896077923162784
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:05:50.575,43,1720,8.97253418,9.01105291090909,38,48,11,middle_pm5,8.898726943590999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:19:51.977,44,1760,9.28063965,9.055142488181819,39,49,11,middle_pm5,8.901375964019213
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:33:57.157,45,1800,9.02270508,9.010875354545455,40,50,11,middle_pm5,8.904024984447428
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:48:09.683,46,1840,9.01269531,9.013960404545456,41,51,11,middle_pm5,8.906674004875642
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:02:14.889,47,1880,9.31347656,9.002163973636362,42,52,11,middle_pm5,8.909323025303857
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:16:23.583,48,1920,9.14794922,8.98536266,43,53,11,middle_pm5,8.911972045732071
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:30:38.424,49,1960,9.25061035,8.998546253636363,44,54,11,middle_pm5,8.914621066160286
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:44:41.049,50,2000,8.32714844,8.911865234545456,45,55,11,middle_pm5,8.917270086588502
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:00:43.687,51,2040,8.96118164,8.914395419090908,46,56,11,middle_pm5,8.919919107016716
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:14:50.071,52,2080,8.71740723,8.915760387272726,47,57,11,middle_pm5,8.922568127444931
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:28:58.783,53,2120,8.8326416,8.914351029999999,48,58,11,middle_pm5,8.925217147873145
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:43:04.375,54,2160,9.11755371,8.861117276363636,49,59,11,middle_pm5,8.92786616830136
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:57:24.209,55,2200,8.32714844,8.811945135454545,50,60,11,middle_pm5,8.930515188729574
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:11:37.026,56,2240,9.05053711,8.868119673636363,51,61,11,middle_pm5,8.93316420915779
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:25:53.140,57,2280,9.02770996,8.871249112727272,52,62,11,middle_pm5,8.935813229586005
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:40:11.758,58,2320,9.29797363,8.891756924545454,53,63,11,middle_pm5,8.938462250014219
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:54:26.434,59,2360,8.56237793,8.884033202727274,54,64,11,middle_pm5,8.941111270442434
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:08:40.910,60,2400,8.7097168,8.916892311818183,55,65,11,middle_pm5,8.943760290870648
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:23:39.800,61,2440,8.94506836,8.96982643818182,56,66,11,middle_pm5,8.946409311298863
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:37:45.051,62,2480,8.99560547,8.965986771818182,57,67,11,middle_pm5,8.949058331727077
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:51:56.597,63,2520,8.94299316,8.958451704545455,58,68,11,middle_pm5,8.951707352155292
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:06:05.401,64,2560,8.74768066,8.909446022727273,59,69,11,middle_pm5,8.954356372583508
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:20:21.232,65,2600,9.47900391,8.937033913636363,60,70,11,middle_pm5,8.957005393011721
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:34:41.604,66,2640,8.90942383,8.992653586363637,61,71,11,middle_pm5,8.959654413439937
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:49:01.976,67,2680,9.00830078,8.999922318181818,62,72,11,middle_pm5,8.96230343386815
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:03:12.212,68,2720,8.94482422,9.010908646363635,63,73,11,middle_pm5,8.964952454296366
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:17:22.192,69,2760,8.75891113,9.023326526363634,64,74,11,middle_pm5,8.96760147472458
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:31:36.801,70,2800,8.86584473,9.082719282727272,65,75,11,middle_pm5,8.970250495152795
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:46:39.592,71,2840,9.3215332,9.022605201818182,66,76,11,middle_pm5,8.97289951558101
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:00:41.743,72,2880,9.02502441,9.054254704545455,67,77,11,middle_pm5,8.975548536009224
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:14:50.035,73,2920,9.11645508,9.04612038272727,68,78,11,middle_pm5,8.97819755643744
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:28:53.752,74,2960,9.07958984,9.042879970909091,69,79,11,middle_pm5,8.980846576865654
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:42:51.502,75,3000,9.40100098,9.028642133636364,70,80,11,middle_pm5,8.983495597293869
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:58:20.873,76,3040,8.81774902,9.032492896363637,71,81,11,middle_pm5,8.986144617722083
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:12:38.922,77,3080,9.25756836,9.012140446363636,72,82,11,middle_pm5,8.988793638150298
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:26:49.622,78,3120,8.91882324,9.003295898181818,73,83,11,middle_pm5,8.991442658578514
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:40:52.245,79,3160,8.90917969,9.008988813636364,74,84,11,middle_pm5,8.994091679006727
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:54:54.358,80,3200,8.60229492,8.982011274545455,75,85,11,middle_pm5,8.996740699434943
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:10:02.797,81,3240,8.90820312,8.979714132727274,76,86,11,middle_pm5,8.999389719863157
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:24:04.988,82,3280,9.09765625,8.989768288181818,77,87,11,middle_pm5,9.002038740291372
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:38:13.585,83,3320,8.92773438,8.939897017272727,78,88,11,middle_pm5,9.004687760719587
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:52:34.669,84,3360,9.17907715,8.942527078181818,79,89,11,middle_pm5,9.007336781147801
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:06:52.489,85,3400,8.78283691,8.964710582727273,80,90,11,middle_pm5,9.009985801576017
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:21:04.897,86,3440,9.37573242,9.012362393636364,81,91,11,middle_pm5,9.01263482200423
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:35:20.682,87,3480,8.92834473,8.99946733,82,92,11,middle_pm5,9.015283842432446
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:49:37.132,88,3520,8.70898438,8.991477272727273,83,93,11,middle_pm5,9.01793286286066
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:03:50.186,89,3560,8.94775391,9.010875354545455,84,94,11,middle_pm5,9.020581883288875
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:17:53.295,90,3600,9.15319824,8.945811878181818,85,95,11,middle_pm5,9.023230903717089
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:32:51.985,91,3640,9.12646484,8.93701171909091,86,96,11,middle_pm5,9.025879924145304
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:46:53.244,92,3680,8.76635742,8.936334783636363,87,97,11,middle_pm5,9.02852894457352
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:00:53.186,93,3720,9.00976562,8.96192516,88,98,11,middle_pm5,9.031177965001733
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:14:58.996,94,3760,9.14111328,8.994684392727272,89,99,11,middle_pm5,9.033826985429949
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:29:20.017,95,3800,8.46337891,9.0094549,90,100,11,middle_pm5,9.036476005858162
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:43:26.191,96,3840,8.68603516,8.995080566,91,100,10,middle_pm5,9.039125026286378
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:57:37.433,97,3880,9.36828613,8.980482313333333,92,100,9,middle_pm5,9.041774046714593
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-07 00:11:42.695,98,3920,9.20983887,9.007247925,93,100,8,middle_pm5,9.044423067142807
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-07 00:25:48.115,99,3960,9.06933594,9.006888254285714,94,100,7,middle_pm5,9.047072087571022
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-07 00:39:57.759,100,4000,9.11022949,8.984517416666668,95,100,6,middle_pm5,9.049721107999236
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:06:57.130,1,40,9.09570312,8.753651011818183,1,11,11,front_plus10,8.727059246516346
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:21:17.118,2,80,8.48840332,8.7364196775,1,12,12,front_plus10,8.730054251888376
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:35:35.183,3,120,8.87011719,8.72274076,1,13,13,front_plus10,8.733049257260406
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:49:55.945,4,160,8.6373291,8.736519949285716,1,14,14,front_plus10,8.736044262632436
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:04:17.719,5,200,8.75109863,8.744995116666669,1,15,15,front_plus10,8.739039268004467
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:18:35.080,6,240,9.20678711,8.753651011818183,1,11,11,middle_pm5,8.742034273376497
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:32:58.564,7,280,8.35925293,8.703757546363635,2,12,11,middle_pm5,8.745029278748527
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:47:19.989,8,320,8.92480469,8.710138494545454,3,13,11,middle_pm5,8.748024284120557
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:01:43.626,9,360,8.96484375,8.714277787272728,4,14,11,middle_pm5,8.751019289492588
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:16:05.282,10,400,8.75024414,8.734852183636363,5,15,11,middle_pm5,8.754014294864618
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:31:13.783,11,440,8.24157715,8.745694247272727,6,16,11,middle_pm5,8.757009300236648
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:45:28.799,12,480,8.546875,8.68330522,7,17,11,middle_pm5,8.760004305608678
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:59:50.594,13,520,8.55859375,8.682950106363634,8,18,11,middle_pm5,8.762999310980709
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:14:12.812,14,560,8.91564941,8.672851561818181,9,19,11,middle_pm5,8.765994316352739
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:28:35.518,15,600,8.86364746,8.64945845090909,10,20,11,middle_pm5,8.768989321724769
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:42:57.591,16,640,8.87036133,8.643488102727273,11,21,11,middle_pm5,8.7719843270968
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:57:15.123,17,680,8.52050781,8.69263804909091,12,22,11,middle_pm5,8.77497933246883
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:11:37.851,18,720,8.35534668,8.75587047090909,13,23,11,middle_pm5,8.77797433784086
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:26:05.370,19,760,8.8137207,8.781383166363636,14,24,11,middle_pm5,8.78096934321289
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:40:22.570,20,800,8.70751953,8.751942027272728,15,25,11,middle_pm5,8.78396434858492
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:55:37.757,21,840,8.68457031,8.705699573636364,16,26,11,middle_pm5,8.78695935395695
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:09:57.652,22,880,8.78222656,8.682905717272728,17,27,11,middle_pm5,8.78995435932898
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:24:22.918,23,920,9.24243164,8.711381391818183,18,28,11,middle_pm5,8.79294936470101
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:38:56.053,24,960,8.8392334,8.764626242727273,19,29,11,middle_pm5,8.795944370073041
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:53:16.807,25,1000,8.59179688,8.782681551818184,20,30,11,middle_pm5,8.798939375445071
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:08:50.283,26,1040,8.35498047,8.785289417272729,21,31,11,middle_pm5,8.8019343808171
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:23:09.363,27,1080,8.61962891,8.840409711818182,22,32,11,middle_pm5,8.80492938618913
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:37:26.346,28,1120,8.83374023,8.882912375454543,23,33,11,middle_pm5,8.80792439156116
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:51:58.925,29,1160,8.94104004,8.832430752727273,24,34,11,middle_pm5,8.81091939693319
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:06:25.204,30,1200,9.0123291,8.846346768181817,25,35,11,middle_pm5,8.81391440230522
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:21:48.264,31,1240,8.73620605,8.848133433636365,26,36,11,middle_pm5,8.816909407677251
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:36:12.369,32,1280,9.29089355,8.879627574545454,27,37,11,middle_pm5,8.819904413049281
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:50:41.279,33,1320,9.24975586,8.890935723636364,28,38,11,middle_pm5,8.822899418421311
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:05:06.657,34,1360,8.68713379,8.885131835454544,29,39,11,middle_pm5,8.825894423793342
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:19:25.318,35,1400,8.99230957,8.883245294545453,30,40,11,middle_pm5,8.828889429165372
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:33:38.087,36,1440,8.6114502,8.855601917272727,31,41,11,middle_pm5,8.831884434537402
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:47:59.129,37,1480,8.70141602,8.872281160909091,32,42,11,middle_pm5,8.834879439909432
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:02:20.751,38,1520,8.74401855,8.852783203636363,33,43,11,middle_pm5,8.837874445281463
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:16:54.598,39,1560,8.76989746,8.840886896363635,34,44,11,middle_pm5,8.840869450653493
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:31:23.041,40,1600,8.92028809,8.85921963818182,35,45,11,middle_pm5,8.843864456025523
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:46:36.566,41,1640,8.70825195,8.851174094545454,36,46,11,middle_pm5,8.846859461397553
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:00:58.981,42,1680,8.91967773,8.907492897272727,37,47,11,middle_pm5,8.849854466769584
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:15:21.423,43,1720,9.07641602,8.956953568181817,38,48,11,middle_pm5,8.852849472141614
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:30:08.270,44,1760,9.11889648,9.019919655454546,39,49,11,middle_pm5,8.855844477513644
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:44:30.299,45,1800,8.88879395,8.994085138181818,40,50,11,middle_pm5,8.858839482885674
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:58:59.786,46,1840,8.90380859,9.000443891818184,41,51,11,middle_pm5,8.861834488257704
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:13:33.574,47,1880,9.23095703,9.023215553636364,42,52,11,middle_pm5,8.864829493629735
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:28:14.979,48,1920,9.2454834,9.003096147272728,43,53,11,middle_pm5,8.867824499001765
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:42:52.744,49,1960,9.43664551,8.988691850000002,44,54,11,middle_pm5,8.870819504373795
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:57:23.960,50,2000,8.48571777,8.904607599999999,45,55,11,middle_pm5,8.873814509745825
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:14:04.522,51,2040,8.99023438,8.934292880000001,46,56,11,middle_pm5,8.876809515117856
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:28:42.427,52,2080,8.95874023,8.935435902727273,47,57,11,middle_pm5,8.879804520489886
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:43:17.000,53,2120,8.69836426,8.938476563636364,48,58,11,middle_pm5,8.882799525861916
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:57:45.724,54,2160,8.91796875,8.86282626181818,49,59,11,middle_pm5,8.885794531233946
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:12:07.281,55,2200,8.19396973,8.790061258181817,50,60,11,middle_pm5,8.888789536605977
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:26:23.855,56,2240,9.21533203,8.829600942727271,51,61,11,middle_pm5,8.891784541978007
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:40:45.884,57,2280,8.91638184,8.82307572909091,52,62,11,middle_pm5,8.894779547350037
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:55:08.301,58,2320,9.2644043,8.820012874545453,53,63,11,middle_pm5,8.897774552722067
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:09:39.734,59,2360,8.41333008,8.819347036363636,54,64,11,middle_pm5,8.900769558094098
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:24:08.702,60,2400,8.63623047,8.846091531818182,55,65,11,middle_pm5,8.903764563466128
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:39:42.306,61,2440,8.9206543,8.917713512727273,56,66,11,middle_pm5,8.906759568838158
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:54:05.738,62,2480,8.91845703,8.893121893636366,57,67,11,middle_pm5,8.909754574210188
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:08:30.063,63,2520,8.92504883,8.90416370818182,58,68,11,middle_pm5,8.912749579582218
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:22:53.031,64,2560,8.69104004,8.850685813636362,59,69,11,middle_pm5,8.915744584954249
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:37:11.655,65,2600,9.2121582,8.892955433636363,60,70,11,middle_pm5,8.918739590326279
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:51:30.107,66,2640,8.98181152,8.950517134545454,61,71,11,middle_pm5,8.92173459569831
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:05:58.894,67,2680,8.94482422,8.956975763636363,62,72,11,middle_pm5,8.92472960107034
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:20:24.125,68,2720,9.0378418,8.975641424545454,63,73,11,middle_pm5,8.92772460644237
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:34:48.054,69,2760,8.67614746,8.979991566363635,64,74,11,middle_pm5,8.9307196118144
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:49:06.861,70,2800,8.8782959,9.035744407272729,65,75,11,middle_pm5,8.93371461718643
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:04:33.332,71,2840,9.26940918,8.996659712727272,66,76,11,middle_pm5,8.93670962255846
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:19:43.125,72,2880,8.99169922,9.034479315454545,67,77,11,middle_pm5,8.93970462793049
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:34:37.955,73,2920,9.1237793,9.039750533636363,68,78,11,middle_pm5,8.94269963330252
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:49:19.695,74,2960,8.97290039,9.012118253636363,69,79,11,middle_pm5,8.945694638674551
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:03:50.458,75,3000,9.30432129,9.006325462727274,70,80,11,middle_pm5,8.948689644046581
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:19:34.640,76,3040,8.78222656,9.020918413636364,71,81,11,middle_pm5,8.951684649418612
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:34:10.658,77,3080,9.39782715,9.000732422727273,72,82,11,middle_pm5,8.954679654790642
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:48:47.937,78,3120,9.00280762,9.00329589909091,73,83,11,middle_pm5,8.95767466016267
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:03:16.631,79,3160,8.73388672,8.994040749999998,74,84,11,middle_pm5,8.9606696655347
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:17:52.361,80,3200,8.61242676,8.959938743636364,75,85,11,middle_pm5,8.96366467090673
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:33:33.423,81,3240,9.03881836,8.967973189999999,76,86,11,middle_pm5,8.966659676278761
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:48:15.247,82,3280,9.04736328,8.96686346,77,87,11,middle_pm5,8.969654681650791
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:02:54.660,83,3320,9.01989746,8.865389738181818,78,88,11,middle_pm5,8.972649687022821
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:17:34.573,84,3360,9.02197266,8.86241566090909,79,89,11,middle_pm5,8.975644692394852
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:32:10.015,85,3400,8.59777832,8.890846946363636,80,90,11,middle_pm5,8.978639697766882
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:46:54.227,86,3440,9.3927002,8.948697177272727,81,91,11,middle_pm5,8.981634703138912
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:01:34.713,87,3480,8.77001953,8.935225053636362,82,92,11,middle_pm5,8.984629708510942
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:16:17.443,88,3520,8.28161621,8.940718218181818,83,93,11,middle_pm5,8.987624713882973
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:31:18.198,89,3560,8.97009277,8.946211382727272,84,94,11,middle_pm5,8.990619719255003
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:46:22.794,90,3600,9.04663086,8.899402966363636,85,95,11,middle_pm5,8.993614724627033
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:02:13.138,91,3640,9.2487793,8.904341265454546,86,96,11,middle_pm5,8.996609729999063
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:17:12.305,92,3680,8.890625,8.915072355454548,87,97,11,middle_pm5,8.999604735371094
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:31:54.911,93,3720,9.10778809,8.94659978818182,88,98,11,middle_pm5,9.002599740743124
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:47:02.829,94,3760,9.08032227,9.021617543636363,89,99,11,middle_pm5,9.005594746115154
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:01:45.951,95,3800,8.50708008,9.016923385454547,90,100,11,middle_pm5,9.008589751487184
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:16:29.019,96,3840,8.65209961,9.013952638000003,91,100,10,middle_pm5,9.011584756859214
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:31:19.495,97,3880,9.51074219,8.987860786666666,92,100,9,middle_pm5,9.014579762231245
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:46:02.826,98,3920,9.11682129,9.00001526,93,100,8,middle_pm5,9.017574767603275
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 21:00:47.543,99,3960,9.10681152,8.984619141428572,94,100,7,middle_pm5,9.020569772975305
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 21:15:25.854,100,4000,8.91845703,8.96866862,95,100,6,middle_pm5,9.023564778347335
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 14:14:49.965,1,40,9.09570312,8.781594015454544,1,11,11,front_plus10,8.703397751252552
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 14:29:02.301,2,80,8.57507324,8.752797444166665,1,12,12,front_plus10,8.708582684243089
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 14:43:19.248,3,120,8.93151855,8.747887243846153,1,13,13,front_plus10,8.713767617233623
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 14:57:42.224,4,160,8.66223145,8.76913016142857,1,14,14,front_plus10,8.71895255022416
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:12:05.849,5,200,8.8494873,8.772021484,1,15,15,front_plus10,8.724137483214694
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:26:24.362,6,240,9.171875,8.781594015454544,1,11,11,middle_pm5,8.72932241620523
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:40:54.334,7,280,8.2800293,8.721624200909092,2,12,11,middle_pm5,8.734507349195765
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:55:20.645,8,320,8.85095215,8.731977982727274,3,13,11,middle_pm5,8.739692282186299
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:09:46.627,9,360,8.88317871,8.742320668181819,4,14,11,middle_pm5,8.744877215176835
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:24:05.231,10,400,8.89440918,8.755981445454545,5,15,11,middle_pm5,8.75006214816737
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:39:20.692,11,440,8.40307617,8.757235440909092,6,16,11,middle_pm5,8.755247081157906
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:53:39.942,12,480,8.43603516,8.699540572727273,7,17,11,middle_pm5,8.76043201414844
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:08:05.119,13,520,8.68896484,8.707930131818182,8,18,11,middle_pm5,8.765616947138975
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:22:28.305,14,560,9.04528809,8.69687722,9,19,11,middle_pm5,8.770801880129511
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:37:06.209,15,600,8.8125,8.682583896363637,10,20,11,middle_pm5,8.775986813120046
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:51:28.375,16,640,8.86328125,8.650468307272728,11,21,11,middle_pm5,8.781171746110582
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:05:57.350,17,680,8.53723145,8.680608577272727,12,22,11,middle_pm5,8.786356679101116
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:20:26.209,18,720,8.37231445,8.749911222727274,13,23,11,middle_pm5,8.791541612091653
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:34:50.698,19,760,8.72937012,8.777166194545455,14,24,11,middle_pm5,8.796726545082187
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:49:04.369,20,800,8.72595215,8.7384921,15,25,11,middle_pm5,8.801911478072721
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:04:35.480,21,840,8.5411377,8.724720349090907,16,26,11,middle_pm5,8.807096411063258
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:19:10.583,22,880,8.73461914,8.695878463636364,17,27,11,middle_pm5,8.812281344053792
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:33:34.758,23,920,9.19836426,8.716341886363635,18,28,11,middle_pm5,8.817466277044328
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:48:10.037,24,960,8.98876953,8.77316006818182,19,29,11,middle_pm5,8.822651210034863
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:02:54.460,25,1000,8.61987305,8.808860085454546,20,30,11,middle_pm5,8.827836143025399
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:19:02.572,26,1040,8.66101074,8.806307706363638,21,31,11,middle_pm5,8.833021076015934
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:33:44.084,27,1080,8.54602051,8.886530095454546,22,32,11,middle_pm5,8.838206009006468
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:48:20.529,28,1120,8.7623291,8.935003107272728,23,33,11,middle_pm5,8.843390941997004
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:03:09.561,29,1160,8.99731445,8.895319158181819,24,34,11,middle_pm5,8.848575874987539
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:17:48.190,30,1200,9.12207031,8.906538529999999,25,35,11,middle_pm5,8.853760807978075
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:33:45.386,31,1240,8.69787598,8.893388228181818,26,36,11,middle_pm5,8.85894574096861
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:48:27.144,32,1280,9.42358398,8.92934348363636,27,37,11,middle_pm5,8.864130673959146
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 22:03:08.504,33,1320,9.26782227,8.938987038181818,28,38,11,middle_pm5,8.86931560694968
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 22:17:38.324,34,1360,8.76184082,8.94847523090909,29,39,11,middle_pm5,8.874500539940215
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 22:32:34.599,35,1400,9.11218262,8.93885387090909,30,40,11,middle_pm5,8.87968547293075
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 22:47:15.243,36,1440,8.47521973,8.910034179999998,31,41,11,middle_pm5,8.884870405921285
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 23:01:59.854,37,1480,9.05651855,8.939331054545454,32,42,11,middle_pm5,8.890055338911822
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 23:16:23.743,38,1520,8.65209961,8.91208718090909,33,43,11,middle_pm5,8.895240271902356
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 23:31:00.921,39,1560,8.86669922,8.898903586363637,34,44,11,middle_pm5,8.90042520489289
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 23:45:33.980,40,1600,8.89147949,8.92018821,35,45,11,middle_pm5,8.905610137883427
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 00:01:27.424,41,1640,8.80505371,8.910822087272727,36,46,11,middle_pm5,8.910795070873961
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 00:16:10.902,42,1680,9.0201416,8.978460137272727,37,47,11,middle_pm5,8.915980003864497
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 00:31:01.685,43,1720,9.12390137,8.98963512,38,48,11,middle_pm5,8.921164936855032
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 00:45:47.400,44,1760,9.12280273,9.053411310000001,39,49,11,middle_pm5,8.926349869845568
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 01:00:35.476,45,1800,8.99597168,9.015092329090908,40,50,11,middle_pm5,8.931534802836103
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 01:15:25.290,46,1840,9.00915527,9.021883877272728,41,51,11,middle_pm5,8.936719735826637
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 01:30:14.686,47,1880,9.21923828,9.030007101818182,42,52,11,middle_pm5,8.941904668817173
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 01:45:02.055,48,1920,9.17944336,9.005459871818182,43,53,11,middle_pm5,8.947089601807708
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 02:00:02.905,49,1960,9.3536377,9.001653497272729,44,54,11,middle_pm5,8.952274534798244
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 02:14:55.201,50,2000,8.44519043,8.922052556363637,45,55,11,middle_pm5,8.957459467788778
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 02:32:12.320,51,2040,8.96618652,8.944180574545454,46,56,11,middle_pm5,8.962644400779315
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 02:46:57.417,52,2080,8.89440918,8.953091707272726,47,57,11,middle_pm5,8.96782933376985
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 03:02:02.331,53,2120,8.75012207,8.957009054545455,48,58,11,middle_pm5,8.973014266760384
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 03:16:45.882,54,2160,9.08203125,8.889359906363637,49,59,11,middle_pm5,8.97819919975092
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 03:31:25.568,55,2200,8.24719238,8.834938740909092,50,60,11,middle_pm5,8.983384132741454
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 03:46:03.611,56,2240,9.23937988,8.87433416,51,61,11,middle_pm5,8.98856906573199
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:00:43.050,57,2280,9.10717773,8.884776720909091,52,62,11,middle_pm5,8.993753998722525
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:15:17.628,58,2320,9.2623291,8.909268464545455,53,63,11,middle_pm5,8.99893893171306
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:29:51.986,59,2360,8.43530273,8.913363369090908,54,64,11,middle_pm5,9.004123864703596
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:44:18.236,60,2400,8.75500488,8.950628106363636,55,65,11,middle_pm5,9.00930879769413
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:59:34.780,61,2440,8.87854004,9.014515269090909,56,66,11,middle_pm5,9.014493730684666
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 05:13:51.005,62,2480,9.08105469,9.009610261818182,57,67,11,middle_pm5,9.0196786636752
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 05:28:01.282,63,2520,9.16381836,9.008744672727273,58,68,11,middle_pm5,9.024863596665737
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 05:42:01.853,64,2560,8.79516602,8.97401012,59,69,11,middle_pm5,9.030048529656272
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 05:56:11.207,65,2600,9.49194336,9.021329012727273,60,70,11,middle_pm5,9.035233462646806
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 06:10:14.306,66,2640,8.94995117,9.080732866363636,61,71,11,middle_pm5,9.040418395637342
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 06:24:14.711,67,2680,9.1854248,9.106500799090908,62,72,11,middle_pm5,9.045603328627877
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 06:38:22.326,68,2720,9.09765625,9.113203569090912,63,73,11,middle_pm5,9.050788261618413
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 06:52:26.982,69,2760,8.88024902,9.11813077090909,64,74,11,middle_pm5,9.055973194608947
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 07:06:27.617,70,2800,8.95581055,9.168545810000001,65,75,11,middle_pm5,9.061158127599484
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 07:21:16.280,71,2840,9.40844727,9.1319913,66,76,11,middle_pm5,9.066343060590018
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+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 07:49:27.152,73,2920,9.15478516,9.160023082727273,68,78,11,middle_pm5,9.076712926571089
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 08:03:33.547,74,2960,9.21801758,9.135442560909091,69,79,11,middle_pm5,9.081897859561623
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 08:17:40.893,75,3000,9.34973145,9.1213046,70,80,11,middle_pm5,9.08708279255216
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 08:32:55.449,76,3040,9.08984375,9.140192206363636,71,81,11,middle_pm5,9.092267725542694
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 08:47:00.489,77,3080,9.4901123,9.111505682727271,72,82,11,middle_pm5,9.097452658533228
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:01:03.157,78,3120,8.95361328,9.105035956363636,73,83,11,middle_pm5,9.102637591523765
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:15:09.825,79,3160,8.82727051,9.108886719090908,74,84,11,middle_pm5,9.1078225245143
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:29:18.295,80,3200,8.72473145,9.074030096363634,75,85,11,middle_pm5,9.113007457504835
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:44:11.415,81,3240,9.16357422,9.090454101818182,76,86,11,middle_pm5,9.11819239049537
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:58:17.556,82,3280,9.09289551,9.09271795090909,77,87,11,middle_pm5,9.123377323485906
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 10:12:16.383,83,3320,9.09082031,9.041825728181818,78,88,11,middle_pm5,9.12856225647644
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 10:26:24.170,84,3360,9.19714355,9.074141069090908,79,89,11,middle_pm5,9.133747189466975
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 10:40:42.219,85,3400,8.83459473,9.10662286909091,80,90,11,middle_pm5,9.138932122457511
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 10:54:48.365,86,3440,9.53039551,9.172640712727272,81,91,11,middle_pm5,9.144117055448046
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 11:08:51.548,87,3480,9.11474609,9.145385740909092,82,92,11,middle_pm5,9.149301988438582
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 11:23:00.252,88,3520,8.93029785,9.156183414545454,83,93,11,middle_pm5,9.154486921429116
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 11:37:10.206,89,3560,9.30908203,9.184570310909093,84,94,11,middle_pm5,9.159671854419653
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 11:51:23.640,90,3600,9.18457031,9.152321554545455,85,95,11,middle_pm5,9.164856787410187
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:06:24.703,91,3640,9.45092773,9.149025655454547,86,96,11,middle_pm5,9.170041720400722
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:20:25.165,92,3680,8.86376953,9.15903542090909,87,97,11,middle_pm5,9.175226653391258
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:34:31.605,93,3720,9.21166992,9.161732065454546,88,98,11,middle_pm5,9.180411586381792
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:48:44.075,94,3760,9.40307617,9.199296429999999,89,99,11,middle_pm5,9.185596519372329
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:02:51.612,95,3800,8.84240723,9.192260740909092,90,100,11,middle_pm5,9.190781452362863
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:17:01.410,96,3840,8.79833984,9.193029784,91,100,10,middle_pm5,9.195966385353397
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:31:07.542,97,3880,9.64050293,9.164374456666668,92,100,9,middle_pm5,9.201151318343934
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:45:08.857,98,3920,9.14440918,9.2019500725,93,100,8,middle_pm5,9.206336251334468
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:59:03.649,99,3960,9.34350586,9.200561522857143,94,100,7,middle_pm5,9.211521184325004
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 14:12:55.090,100,4000,9.23168945,9.166809081666665,95,100,6,middle_pm5,9.216706117315539
diff --git a/outputs/analysis/videoscore2_gathered_avg_reward_mean_first100_front10_pm5_trend.png b/outputs/analysis/videoscore2_gathered_avg_reward_mean_first100_front10_pm5_trend.png
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+label,run,raw_records_first100,unique_update_steps_plotted,duplicate_update_step_records_dropped,raw_first_value,raw_step100_value,smoothed_step1,smoothed_step100,linear_slope_per_step_on_smoothed,linear_slope_per_100_steps_on_smoothed,fit_step1,fit_step100
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diff --git a/outputs/analysis/videoscore2_reward_curve_polished.pdf b/outputs/analysis/videoscore2_reward_curve_polished.pdf
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diff --git a/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_front10_pm5_trend.csv b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_front10_pm5_trend.csv
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+label,run,timestamp,update_step,train_step,Reward/token_credit_video_logprob_reward_mean,smoothed_reward,smooth_window_start,smooth_window_end,smooth_window_size,smooth_mode,linear_fit_smoothed
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:07:43.279,1,40,9.09570312,8.78670986909091,1,11,11,front_plus10,8.787393322243938
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:21:47.286,2,80,8.50488281,8.7598063125,1,12,12,front_plus10,8.790048078490985
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+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:08:40.412,18,720,8.27783203,8.801624645454545,13,23,11,middle_pm5,8.83252417844372
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:22:40.291,19,760,8.85009766,8.841308593636363,14,24,11,middle_pm5,8.835178934690765
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:36:50.002,20,800,8.79345703,8.821732954545455,15,25,11,middle_pm5,8.837833690937812
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:51:45.022,21,840,8.65527344,8.783780184545455,16,26,11,middle_pm5,8.840488447184857
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:05:53.758,22,880,8.82421875,8.752840909090908,17,27,11,middle_pm5,8.843143203431904
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:20:03.967,23,920,9.51708984,8.793545809090908,18,28,11,middle_pm5,8.845797959678949
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:34:11.369,24,960,8.97412109,8.853515624545453,19,29,11,middle_pm5,8.848452715925996
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:48:25.217,25,1000,8.74902344,8.88605291090909,20,30,11,middle_pm5,8.851107472173041
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:03:51.735,26,1040,8.51904297,8.875310723636362,21,31,11,middle_pm5,8.853762228420088
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:17:53.326,27,1080,8.62158203,8.952903052727272,22,32,11,middle_pm5,8.856416984667133
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:32:01.686,28,1120,8.94726562,8.996937143636362,23,33,11,middle_pm5,8.859071740914178
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:46:06.699,29,1160,8.9375,8.928799714545454,24,34,11,middle_pm5,8.861726497161225
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:00:25.372,30,1200,9.20800781,8.952903052727272,25,35,11,middle_pm5,8.86438125340827
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:15:33.768,31,1240,8.67529297,8.943226205454543,26,36,11,middle_pm5,8.867036009655317
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:29:38.025,32,1280,9.50878906,8.984108662727271,27,37,11,middle_pm5,8.869690765902362
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:43:50.704,33,1320,9.30859375,8.99698153181818,28,38,11,middle_pm5,8.87234552214941
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:57:52.841,34,1360,8.76757812,8.984374998181819,29,39,11,middle_pm5,8.875000278396454
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:11:57.518,35,1400,9.23925781,8.984019884545454,30,40,11,middle_pm5,8.877655034643501
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:26:04.483,36,1440,8.64257812,8.95143820909091,31,41,11,middle_pm5,8.880309790890546
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:40:16.739,37,1480,8.96875,8.982510651818181,32,42,11,middle_pm5,8.882964547137592
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:54:26.843,38,1520,8.76318359,8.933815694545455,33,43,11,middle_pm5,8.885619303384638
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:08:33.402,39,1560,8.80859375,8.931152342727273,34,44,11,middle_pm5,8.888274059631684
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:22:40.798,40,1600,8.93359375,8.954367897272729,35,45,11,middle_pm5,8.89092881587873
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:37:35.979,41,1640,8.84960938,8.93368252818182,36,46,11,middle_pm5,8.893583572125776
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:51:42.242,42,1680,9.01708984,8.994628906363637,37,47,11,middle_pm5,8.896238328372823
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:05:50.575,43,1720,8.97314453,9.01114169,38,48,11,middle_pm5,8.898893084619868
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:19:51.977,44,1760,9.27929688,9.055530894545454,39,49,11,middle_pm5,8.901547840866915
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:33:57.157,45,1800,9.02294922,9.011629970909091,40,50,11,middle_pm5,8.90420259711396
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:48:09.683,46,1840,9.01171875,9.014604047272726,41,51,11,middle_pm5,8.906857353361005
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:02:14.889,47,1880,9.31298828,9.003151631818183,42,52,11,middle_pm5,8.909512109608052
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:16:23.583,48,1920,9.15039062,8.986816404545454,43,53,11,middle_pm5,8.912166865855097
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:30:38.424,49,1960,9.25146484,8.999644884545454,44,54,11,middle_pm5,8.914821622102144
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:44:41.049,50,2000,8.32568359,8.913441049090908,45,55,11,middle_pm5,8.917476378349189
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:00:43.687,51,2040,8.96630859,8.915971233636363,46,56,11,middle_pm5,8.920131134596236
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:14:50.071,52,2080,8.72363281,8.917125352727274,47,57,11,middle_pm5,8.922785890843281
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:28:58.783,53,2120,8.83740234,8.915971233636364,48,58,11,middle_pm5,8.925440647090328
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:43:04.375,54,2160,9.11425781,8.862615410000002,49,59,11,middle_pm5,8.928095403337373
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:57:24.209,55,2200,8.33105469,8.813343393636364,50,60,11,middle_pm5,8.93075015958442
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:11:37.026,56,2240,9.05078125,8.870028408181819,51,61,11,middle_pm5,8.933404915831465
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:25:53.140,57,2280,9.02441406,8.872647371818182,52,62,11,middle_pm5,8.93605967207851
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:40:11.758,58,2320,9.30029297,8.892666903636366,53,63,11,middle_pm5,8.938714428325557
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:54:26.434,59,2360,8.56347656,8.884898792727272,54,64,11,middle_pm5,8.941369184572602
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:08:40.910,60,2400,8.70947266,8.918457031818182,55,65,11,middle_pm5,8.94402394081965
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:23:39.800,61,2440,8.94921875,8.970481179090909,56,66,11,middle_pm5,8.946678697066694
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:37:45.051,62,2480,8.99511719,8.966974431818182,57,67,11,middle_pm5,8.949333453313741
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:51:56.597,63,2520,8.94384766,8.959960937272726,58,68,11,middle_pm5,8.951988209560787
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:06:05.401,64,2560,8.75195312,8.91060014181818,59,69,11,middle_pm5,8.954642965807833
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:20:21.232,65,2600,9.48339844,8.937766335454544,60,70,11,middle_pm5,8.957297722054879
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:34:41.604,66,2640,8.90332031,8.99334161909091,61,71,11,middle_pm5,8.959952478301924
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:49:01.976,67,2680,9.01220703,9.000177556363635,62,72,11,middle_pm5,8.96260723454897
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:03:12.212,68,2720,8.94726562,9.011319246363636,63,73,11,middle_pm5,8.965261990796016
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:17:22.192,69,2760,8.75732422,9.023570666363636,64,74,11,middle_pm5,8.967916747043063
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:31:36.801,70,2800,8.86230469,9.082164417272729,65,75,11,middle_pm5,8.970571503290108
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:46:39.592,71,2840,9.32080078,9.021351206363635,66,76,11,middle_pm5,8.973226259537155
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:00:41.743,72,2880,9.02441406,9.053844104545455,67,77,11,middle_pm5,8.9758810157842
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:14:50.035,73,2920,9.11767578,9.045321377272726,68,78,11,middle_pm5,8.978535772031247
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:28:53.752,74,2960,9.07861328,9.042080965454545,69,79,11,middle_pm5,8.981190528278292
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:42:51.502,75,3000,9.39648438,9.028142755454546,70,80,11,middle_pm5,8.983845284525337
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:58:20.873,76,3040,8.81445312,9.032093394545454,71,81,11,middle_pm5,8.986500040772384
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:12:38.922,77,3080,9.26074219,9.01216264181818,72,82,11,middle_pm5,8.98915479701943
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:26:49.622,78,3120,8.91845703,9.00341796909091,73,83,11,middle_pm5,8.991809553266476
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:40:52.245,79,3160,8.91162109,9.009366122727274,74,84,11,middle_pm5,8.994464309513521
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:54:54.358,80,3200,8.60400391,8.982155540909092,75,85,11,middle_pm5,8.997119065760568
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:10:02.797,81,3240,8.90576172,8.979714134545453,76,86,11,middle_pm5,8.999773822007613
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:24:04.988,82,3280,9.1015625,8.990411933636365,77,87,11,middle_pm5,9.00242857825466
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:38:13.585,83,3320,8.92822266,8.940074575454545,78,88,11,middle_pm5,9.005083334501705
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:52:34.669,84,3360,9.18310547,8.942782317272728,79,89,11,middle_pm5,9.00773809074875
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:06:52.489,85,3400,8.77929688,8.964799362727272,80,90,11,middle_pm5,9.010392846995797
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:21:04.897,86,3440,9.36962891,9.012162643636364,81,91,11,middle_pm5,9.013047603242843
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:35:20.682,87,3480,8.93212891,8.999289774545453,82,92,11,middle_pm5,9.01570235948989
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:49:37.132,88,3520,8.70703125,8.990988993636364,83,93,11,middle_pm5,9.018357115736935
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:03:50.186,89,3560,8.94824219,9.01016513,84,94,11,middle_pm5,9.021011871983982
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:17:53.295,90,3600,9.15380859,8.94491299909091,85,95,11,middle_pm5,9.023666628231027
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:32:51.985,91,3640,9.125,8.936789774545455,86,96,11,middle_pm5,9.026321384478074
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:46:53.244,92,3680,8.76416016,8.936834163636364,87,97,11,middle_pm5,9.028976140725119
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:00:53.186,93,3720,9.01025391,8.962491123636363,88,98,11,middle_pm5,9.031630896972164
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:14:58.996,94,3760,9.13916016,8.99511718909091,89,99,11,middle_pm5,9.03428565321921
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:29:20.017,95,3800,8.46533203,9.010031961818184,90,100,11,middle_pm5,9.036940409466256
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:43:26.191,96,3840,8.68994141,8.995654299,91,100,10,middle_pm5,9.039595165713303
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:57:37.433,97,3880,9.37011719,8.981282554444444,92,100,9,middle_pm5,9.042249921960348
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-07 00:11:42.695,98,3920,9.21435547,9.00842285375,93,100,8,middle_pm5,9.044904678207395
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-07 00:25:48.115,99,3960,9.06591797,9.008161274285715,94,100,7,middle_pm5,9.04755943445444
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-07 00:39:57.759,100,4000,9.11230469,8.986328126666669,95,100,6,middle_pm5,9.050214190701487
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:06:57.130,1,40,9.09570312,8.753262606363636,1,11,11,front_plus10,8.726771425198713
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:21:17.118,2,80,8.49121094,8.736063639166666,1,12,12,front_plus10,8.729774193336125
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:35:35.183,3,120,8.87109375,8.722487229230769,1,13,13,front_plus10,8.732776961473538
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:49:55.945,4,160,8.63427734,8.736310685714285,1,14,14,front_plus10,8.73577972961095
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:04:17.719,5,200,8.74902344,8.744840493999998,1,15,15,front_plus10,8.738782497748364
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:18:35.080,6,240,9.20605469,8.753262606363636,1,11,11,middle_pm5,8.741785265885778
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:32:58.564,7,280,8.35742188,8.703369140909091,2,12,11,middle_pm5,8.74478803402319
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:47:19.989,8,320,8.92529297,8.709583629090908,3,13,11,middle_pm5,8.747790802160603
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:01:43.626,9,360,8.96582031,8.713667435454544,4,14,11,middle_pm5,8.750793570298015
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:16:05.282,10,400,8.75146484,8.73457475090909,5,15,11,middle_pm5,8.753796338435428
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:31:13.783,11,440,8.23852539,8.745583273636363,6,16,11,middle_pm5,8.756799106572842
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:45:28.799,12,480,8.546875,8.683393998181819,7,17,11,middle_pm5,8.759801874710254
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:59:50.594,13,520,8.55957031,8.68326083,8,18,11,middle_pm5,8.762804642847668
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:14:12.812,14,560,8.91601562,8.672962534545455,9,19,11,middle_pm5,8.76580741098508
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:28:35.518,15,600,8.86425781,8.649569423636363,10,20,11,middle_pm5,8.768810179122493
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:42:57.591,16,640,8.87011719,8.643488102727273,11,21,11,middle_pm5,8.771812947259907
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:57:15.123,17,680,8.52197266,8.693226206363635,12,22,11,middle_pm5,8.774815715397319
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:11:37.851,18,720,8.35595703,8.756214487272727,13,23,11,middle_pm5,8.777818483534732
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:26:05.370,19,760,8.81201172,8.781605112727272,14,24,11,middle_pm5,8.780821251672144
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:40:22.570,20,800,8.70849609,8.75208629181818,15,25,11,middle_pm5,8.783824019809558
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:55:37.757,21,840,8.68457031,8.705921519090909,16,26,11,middle_pm5,8.786826787946971
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:09:57.652,22,880,8.78564453,8.682661575454544,17,27,11,middle_pm5,8.789829556084383
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:24:22.918,23,920,9.23974609,8.71113725,18,28,11,middle_pm5,8.792832324221797
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:38:56.053,24,960,8.83886719,8.764271128181818,19,29,11,middle_pm5,8.795835092359209
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:53:16.807,25,1000,8.59130859,8.78251509090909,20,30,11,middle_pm5,8.798837860496622
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:08:50.283,26,1040,8.35644531,8.785089665454546,21,31,11,middle_pm5,8.801840628634036
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:23:09.363,27,1080,8.61425781,8.840221057272727,22,32,11,middle_pm5,8.804843396771448
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:37:26.346,28,1120,8.83520508,8.882168855454545,23,33,11,middle_pm5,8.807846164908861
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:51:58.925,29,1160,8.94042969,8.832053443636362,24,34,11,middle_pm5,8.810848933046273
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:06:25.204,30,1200,9.01269531,8.846080431818182,25,35,11,middle_pm5,8.813851701183687
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:21:48.264,31,1240,8.73681641,8.84776722181818,26,36,11,middle_pm5,8.8168544693211
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:36:12.369,32,1280,9.29101562,8.879061610909089,27,37,11,middle_pm5,8.819857237458512
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:50:41.279,33,1320,9.24707031,8.89078036090909,28,38,11,middle_pm5,8.822860005595926
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:05:06.657,34,1360,8.68847656,8.884854401818181,29,39,11,middle_pm5,8.825862773733338
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:19:25.318,35,1400,8.99316406,8.88321200090909,30,40,11,middle_pm5,8.828865541870751
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:33:38.087,36,1440,8.60986328,8.855468748181819,31,41,11,middle_pm5,8.831868310008165
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:47:59.129,37,1480,8.70068359,8.872425423636365,32,42,11,middle_pm5,8.834871078145577
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:02:20.751,38,1520,8.74316406,8.85253906,33,43,11,middle_pm5,8.83787384628299
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:16:54.598,39,1560,8.77001953,8.840687142727273,34,44,11,middle_pm5,8.840876614420402
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:31:23.041,40,1600,8.92236328,8.858931106363638,35,45,11,middle_pm5,8.843879382557816
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:46:36.566,41,1640,8.70751953,8.850630325454548,36,46,11,middle_pm5,8.84688215069523
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:00:58.981,42,1680,8.92333984,8.90740411818182,37,47,11,middle_pm5,8.849884918832641
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:15:21.423,43,1720,9.07226562,8.956942470909091,38,48,11,middle_pm5,8.852887686970055
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:30:08.270,44,1760,9.11669922,9.019930752727275,39,49,11,middle_pm5,8.855890455107467
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:44:30.299,45,1800,8.88916016,8.994451349090909,40,50,11,middle_pm5,8.85889322324488
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:58:59.786,46,1840,8.90185547,9.00048828090909,41,51,11,middle_pm5,8.861895991382294
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:13:33.574,47,1880,9.234375,9.023615056363637,42,52,11,middle_pm5,8.864898759519706
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:28:14.979,48,1920,9.24560547,9.00346235818182,43,53,11,middle_pm5,8.86790152765712
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:42:52.744,49,1960,9.43603516,8.989213423636363,44,54,11,middle_pm5,8.870904295794531
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:57:23.960,50,2000,8.48974609,8.905229048181818,45,55,11,middle_pm5,8.873907063931945
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:14:04.522,51,2040,8.98876953,8.93470348,46,56,11,middle_pm5,8.876909832069359
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:28:42.427,52,2080,8.96191406,8.936212712727272,47,57,11,middle_pm5,8.87991260020677
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:43:17.000,53,2120,8.70166016,8.939142400000001,48,58,11,middle_pm5,8.882915368344184
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:57:45.724,54,2160,8.91552734,8.863059303636364,49,59,11,middle_pm5,8.885918136481596
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:12:07.281,55,2200,8.19287109,8.790305397272729,50,60,11,middle_pm5,8.88892090461901
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:26:23.855,56,2240,9.21337891,8.828968394545454,51,61,11,middle_pm5,8.891923672756423
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:40:45.884,57,2280,8.91845703,8.822620738181818,52,62,11,middle_pm5,8.894926440893835
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:55:08.301,58,2320,9.26660156,8.81920277,53,63,11,middle_pm5,8.897929209031249
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:09:39.734,59,2360,8.40869141,8.818470348181819,54,64,11,middle_pm5,8.90093197716866
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:24:08.702,60,2400,8.63574219,8.845059481818181,55,65,11,middle_pm5,8.903934745306074
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:39:42.306,61,2440,8.91503906,8.916881215454545,56,66,11,middle_pm5,8.906937513443488
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:54:05.738,62,2480,8.91894531,8.892289595454544,57,67,11,middle_pm5,8.9099402815809
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:08:30.063,63,2520,8.92431641,8.90325372909091,58,68,11,middle_pm5,8.912943049718313
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:22:53.031,64,2560,8.69360352,8.849409624545455,59,69,11,middle_pm5,8.915945817855727
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:37:11.655,65,2600,9.20800781,8.891890092727273,60,70,11,middle_pm5,8.918948585993139
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:51:30.107,66,2640,8.98291016,8.949906782727272,61,71,11,middle_pm5,8.921951354130552
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:05:58.894,67,2680,8.94287109,8.95687588818182,62,72,11,middle_pm5,8.924954122267964
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:20:24.125,68,2720,9.0390625,8.976052024545455,63,73,11,middle_pm5,8.927956890405378
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:34:48.054,69,2760,8.67431641,8.980535333636364,64,74,11,middle_pm5,8.930959658542792
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:49:06.861,70,2800,8.87597656,9.036354758181817,65,75,11,middle_pm5,8.933962426680203
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:04:33.332,71,2840,9.27392578,8.997647371818182,66,76,11,middle_pm5,8.936965194817617
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:19:43.125,72,2880,8.99169922,9.035466973636362,67,77,11,middle_pm5,8.939967962955029
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:34:37.955,73,2920,9.12988281,9.04128196,68,78,11,middle_pm5,8.942970731092442
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:49:19.695,74,2960,8.97363281,9.014160156363637,69,79,11,middle_pm5,8.945973499229856
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:03:50.458,75,3000,9.30761719,9.009011008181817,70,80,11,middle_pm5,8.948976267367268
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:19:34.640,76,3040,8.78222656,9.023792613636363,71,81,11,middle_pm5,8.951979035504682
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:34:10.658,77,3080,9.39892578,9.00275213090909,72,82,11,middle_pm5,8.954981803642093
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:48:47.937,78,3120,9.00683594,9.005637429090909,73,83,11,middle_pm5,8.957984571779507
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:03:16.631,79,3160,8.74072266,8.995427911818181,74,84,11,middle_pm5,8.96098733991692
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:17:52.361,80,3200,8.61767578,8.961337002727273,75,85,11,middle_pm5,8.963990108054332
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:33:33.423,81,3240,9.03857422,8.968883167272727,76,86,11,middle_pm5,8.966992876191746
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:48:15.247,82,3280,9.04248047,8.967995383636364,77,87,11,middle_pm5,8.969995644329158
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:02:54.660,83,3320,9.0234375,8.866477272727273,78,88,11,middle_pm5,8.972998412466572
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:17:34.573,84,3360,9.01757812,8.863059303636364,79,89,11,middle_pm5,8.976001180603985
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:32:10.015,85,3400,8.59863281,8.890669388181818,80,90,11,middle_pm5,8.979003948741397
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:46:54.227,86,3440,9.390625,8.947665127272726,81,91,11,middle_pm5,8.98200671687881
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:01:34.713,87,3480,8.77246094,8.934348365454545,82,92,11,middle_pm5,8.985009485016223
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:16:17.443,88,3520,8.28222656,8.94016335090909,83,93,11,middle_pm5,8.988012253153636
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:31:18.198,89,3560,8.96923828,8.945445666363637,84,94,11,middle_pm5,8.99101502129105
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:46:22.794,90,3600,9.04443359,8.899347478181816,85,95,11,middle_pm5,8.994017789428462
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:02:13.138,91,3640,9.24462891,8.904274679999999,86,96,11,middle_pm5,8.997020557565875
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:17:12.305,92,3680,8.89208984,8.915327591818182,87,97,11,middle_pm5,9.000023325703287
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:31:54.911,93,3720,9.10644531,8.946355645454545,88,98,11,middle_pm5,9.0030260938407
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:47:02.829,94,3760,9.08154297,9.02150656909091,89,99,11,middle_pm5,9.006028861978114
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:01:45.951,95,3800,8.51049805,9.016712535454547,90,100,11,middle_pm5,9.009031630115526
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:16:29.019,96,3840,8.65283203,9.013940430000002,91,100,10,middle_pm5,9.01203439825294
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:31:19.495,97,3880,9.51220703,8.988308376666668,92,100,9,middle_pm5,9.015037166390352
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:46:02.826,98,3920,9.11376953,9.00033569375,93,100,8,middle_pm5,9.018039934527765
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 21:00:47.543,99,3960,9.10888672,8.985177177142857,94,100,7,middle_pm5,9.021042702665179
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 21:15:25.854,100,4000,8.91650391,8.969116211666666,95,100,6,middle_pm5,9.02404547080259
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 14:14:49.965,1,40,9.09570312,8.781471945454546,1,11,11,front_plus10,8.703348883804631
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 14:29:02.301,2,80,8.57519531,8.752644856666668,1,12,12,front_plus10,8.708527632113821
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 14:43:19.248,3,120,8.93115234,8.747633713846154,1,13,13,front_plus10,8.713706380423009
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 14:57:42.224,4,160,8.66162109,8.769008091428573,1,14,14,front_plus10,8.718885128732198
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:12:05.849,5,200,8.85205078,8.771451822666668,1,15,15,front_plus10,8.724063877041388
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:26:24.362,6,240,9.17041016,8.781471945454546,1,11,11,middle_pm5,8.729242625350578
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:40:54.334,7,280,8.27929688,8.721457741818183,2,12,11,middle_pm5,8.734421373659767
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:55:20.645,8,320,8.85205078,8.73166725909091,3,13,11,middle_pm5,8.739600121968955
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:09:46.627,9,360,8.88232422,8.742187500909091,4,14,11,middle_pm5,8.744778870278145
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:24:05.231,10,400,8.89208984,8.755282316363635,5,15,11,middle_pm5,8.749957618587334
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:39:20.692,11,440,8.40429688,8.756170100909092,6,16,11,middle_pm5,8.755136366896524
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:53:39.942,12,480,8.43554688,8.698419745454546,7,17,11,middle_pm5,8.760315115205714
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:08:05.119,13,520,8.6875,8.706653942727273,8,18,11,middle_pm5,8.765493863514902
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:22:28.305,14,560,9.046875,8.695467863636363,9,19,11,middle_pm5,8.770672611824091
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:37:06.209,15,600,8.80566406,8.680996982727272,10,20,11,middle_pm5,8.77585136013328
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:51:28.375,16,640,8.86181641,8.649192118181817,11,21,11,middle_pm5,8.78103010844247
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:05:57.350,17,680,8.53515625,8.679066052727272,12,22,11,middle_pm5,8.78620885675166
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:20:26.209,18,720,8.36987305,8.748490768181819,13,23,11,middle_pm5,8.791387605060848
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:34:50.698,19,760,8.72900391,8.776455967272726,14,24,11,middle_pm5,8.796566353370038
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:49:04.369,20,800,8.72314453,8.737704191818183,15,25,11,middle_pm5,8.801745101679227
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:04:35.480,21,840,8.54223633,8.72447620909091,16,26,11,middle_pm5,8.806923849988417
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:19:10.583,22,880,8.73291016,8.695756393636364,17,27,11,middle_pm5,8.812102598297606
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:33:34.758,23,920,9.19921875,8.716352984545454,18,28,11,middle_pm5,8.817281346606794
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:48:10.037,24,960,8.99511719,8.77372603090909,19,29,11,middle_pm5,8.822460094915984
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:02:54.460,25,1000,8.62060547,8.810169567272727,20,30,11,middle_pm5,8.827638843225174
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:19:02.572,26,1040,8.66015625,8.807728160909091,21,31,11,middle_pm5,8.832817591534363
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:33:44.084,27,1080,8.54589844,8.888050426363636,22,32,11,middle_pm5,8.837996339843553
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:48:20.529,28,1120,8.76171875,8.936745383636364,23,33,11,middle_pm5,8.84317508815274
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:03:09.561,29,1160,9.00097656,8.896573153636364,24,34,11,middle_pm5,8.84835383646193
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:17:48.190,30,1200,9.12988281,8.907537287272728,25,35,11,middle_pm5,8.85353258477112
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:33:45.386,31,1240,8.69628906,8.894375888181818,26,36,11,middle_pm5,8.85871133308031
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:48:27.144,32,1280,9.42578125,8.930109198181817,27,37,11,middle_pm5,8.8638900813895
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 22:03:08.504,33,1320,9.26855469,8.94005238,28,38,11,middle_pm5,8.869068829698687
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 22:17:38.324,34,1360,8.75732422,8.94955167,29,39,11,middle_pm5,8.874247578007877
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 22:32:34.599,35,1400,9.11572266,8.939608488181818,30,40,11,middle_pm5,8.879426326317066
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 22:47:15.243,36,1440,8.47583008,8.909912110909092,31,41,11,middle_pm5,8.884605074626256
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 23:01:59.854,37,1480,9.05322266,8.938942650909091,32,42,11,middle_pm5,8.889783822935446
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 23:16:23.743,38,1520,8.65527344,8.91115500909091,33,43,11,middle_pm5,8.894962571244633
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 23:31:00.921,39,1560,8.86621094,8.897971415454546,34,44,11,middle_pm5,8.900141319553823
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 23:45:33.980,40,1600,8.89160156,8.919233844545456,35,45,11,middle_pm5,8.905320067863013
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 00:01:27.424,41,1640,8.80322266,8.909734554545455,36,46,11,middle_pm5,8.910498816172202
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 00:16:10.902,42,1680,9.015625,8.977361507272727,37,47,11,middle_pm5,8.915677564481392
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 00:31:01.685,43,1720,9.12011719,8.988591975454547,38,48,11,middle_pm5,8.92085631279058
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 00:45:47.400,44,1760,9.12353516,9.052068537272726,39,49,11,middle_pm5,8.92603506109977
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 01:00:35.476,45,1800,8.99121094,9.01384943181818,40,50,11,middle_pm5,8.931213809408959
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 01:15:25.290,46,1840,9.01123047,9.020197088181817,41,51,11,middle_pm5,8.936392557718149
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 01:30:14.686,47,1880,9.21972656,9.028897371818182,42,52,11,middle_pm5,8.941571306027338
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 01:45:02.055,48,1920,9.17675781,9.005193536363636,43,53,11,middle_pm5,8.946750054336526
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 02:00:02.905,49,1960,9.35351562,9.001775567272727,44,54,11,middle_pm5,8.951928802645716
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 02:14:55.201,50,2000,8.44580078,8.921897193636363,45,55,11,middle_pm5,8.957107550954905
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 02:32:12.320,51,2040,8.96142578,8.944402519999999,46,56,11,middle_pm5,8.962286299264095
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 02:46:57.417,52,2080,8.89892578,8.953724252727273,47,57,11,middle_pm5,8.967465047573285
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 03:02:02.331,53,2120,8.75488281,8.95727538909091,48,58,11,middle_pm5,8.972643795882473
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 03:16:45.882,54,2160,9.08251953,8.88971502,49,59,11,middle_pm5,8.977822544191662
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 03:31:25.568,55,2200,8.24487305,8.835471412727275,50,60,11,middle_pm5,8.983001292500852
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 03:46:03.611,56,2240,9.23876953,8.874223188181817,51,61,11,middle_pm5,8.988180040810041
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:00:43.050,57,2280,9.11376953,8.885187321818181,52,62,11,middle_pm5,8.993358789119231
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:15:17.628,58,2320,9.25878906,8.909468216363637,53,63,11,middle_pm5,8.998537537428419
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:29:51.986,59,2360,8.43359375,8.913019352727273,54,64,11,middle_pm5,9.003716285737609
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:44:18.236,60,2400,8.75683594,8.950617009090909,55,65,11,middle_pm5,9.008895034046798
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 04:59:34.780,61,2440,8.87207031,9.014648436363636,56,66,11,middle_pm5,9.014073782355988
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 05:13:51.005,62,2480,9.08203125,9.01003195909091,57,67,11,middle_pm5,9.019252530665177
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 05:28:01.282,63,2520,9.16601562,9.008700282727272,58,68,11,middle_pm5,9.024431278974365
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 05:42:01.853,64,2560,8.79394531,8.974032314545454,59,69,11,middle_pm5,9.029610027283555
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 05:56:11.207,65,2600,9.49609375,9.021084871818182,60,70,11,middle_pm5,9.034788775592745
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 06:10:14.306,66,2640,8.94921875,9.080610794545455,61,71,11,middle_pm5,9.039967523901934
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 06:24:14.711,67,2680,9.18798828,9.10711115,62,72,11,middle_pm5,9.045146272211124
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 06:38:22.326,68,2720,9.09912109,9.113414417272729,63,73,11,middle_pm5,9.050325020520312
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 06:52:26.982,69,2760,8.87744141,9.118119673636365,64,74,11,middle_pm5,9.055503768829501
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 07:06:27.617,70,2800,8.95117188,9.168323864545455,65,75,11,middle_pm5,9.06068251713869
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 07:21:16.280,71,2840,9.41162109,9.131613992727274,66,76,11,middle_pm5,9.06586126544788
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 07:35:26.196,72,2880,9.16357422,9.181063566363637,67,77,11,middle_pm5,9.07104001375707
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 07:49:27.152,73,2920,9.15136719,9.159889915454544,68,78,11,middle_pm5,9.076218762066258
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 08:03:33.547,74,2960,9.21777344,9.13503196090909,69,79,11,middle_pm5,9.081397510375448
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 08:17:40.893,75,3000,9.34619141,9.12056108,70,80,11,middle_pm5,9.086576258684637
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 08:32:55.449,76,3040,9.09228516,9.139604048181818,71,81,11,middle_pm5,9.091755006993827
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 08:47:00.489,77,3080,9.49316406,9.110218395454545,72,82,11,middle_pm5,9.096933755303017
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:01:03.157,78,3120,8.95507812,9.10387073909091,73,83,11,middle_pm5,9.102112503612204
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:15:09.825,79,3160,8.82568359,9.108043323636364,74,84,11,middle_pm5,9.107291251921394
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:29:18.295,80,3200,8.71826172,9.072975851818182,75,85,11,middle_pm5,9.112470000230584
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:44:11.415,81,3240,9.16064453,9.08979936,76,86,11,middle_pm5,9.117648748539773
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 09:58:17.556,82,3280,9.08837891,9.091885652727273,77,87,11,middle_pm5,9.122827496848963
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 10:12:16.383,83,3320,9.09375,9.040527343636363,78,88,11,middle_pm5,9.12800624515815
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 10:26:24.170,84,3360,9.19726562,9.072753906363637,79,89,11,middle_pm5,9.13318499346734
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 10:40:42.219,85,3400,8.83203125,9.105246804545455,80,90,11,middle_pm5,9.13836374177653
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 10:54:48.365,86,3440,9.53125,9.171697443636363,81,91,11,middle_pm5,9.14354249008572
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 11:08:51.548,87,3480,9.11523438,9.144841975454547,82,92,11,middle_pm5,9.14872123839491
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 11:23:00.252,88,3520,8.92822266,9.156250000909091,83,93,11,middle_pm5,9.153899986704097
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 11:37:10.206,89,3560,9.30957031,9.183993253636364,84,94,11,middle_pm5,9.159078735013287
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 11:51:23.640,90,3600,9.18310547,9.151455967272728,85,95,11,middle_pm5,9.164257483322476
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:06:24.703,91,3640,9.44921875,9.148437500909091,86,96,11,middle_pm5,9.169436231631666
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:20:25.165,92,3680,8.86523438,9.158425071818181,87,97,11,middle_pm5,9.174614979940856
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:34:31.605,93,3720,9.21386719,9.160999645454545,88,98,11,middle_pm5,9.179793728250043
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:48:44.075,94,3760,9.39892578,9.198597301818182,89,99,11,middle_pm5,9.184972476559233
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:02:51.612,95,3800,8.83935547,9.191273083636364,90,100,11,middle_pm5,9.190151224868423
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:17:01.410,96,3840,8.79882812,9.192089845000002,91,100,10,middle_pm5,9.195329973177612
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:31:07.542,97,3880,9.64111328,9.163519966666666,92,100,9,middle_pm5,9.200508721486802
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:45:08.857,98,3920,9.14355469,9.200805665,93,100,8,middle_pm5,9.20568746979599
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 13:59:03.649,99,3960,9.34179688,9.198939732857143,94,100,7,middle_pm5,9.21086621810518
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 14:12:55.090,100,4000,9.22900391,9.165608725,95,100,6,middle_pm5,9.216044966414369
diff --git a/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_front10_pm5_trend.png b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_front10_pm5_trend.png
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index 0000000000000000000000000000000000000000..6aa1ee37728d0ef2ae552c14d4185f3f67beff49
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+++ b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_front10_pm5_trend.png
@@ -0,0 +1,3 @@
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+oid sha256:437687a997373ed9194743404f5b8f85325b193c47be91f9e45ab95c9f535cc8
+size 287863
diff --git a/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_front10_pm5_trend_summary.csv b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_front10_pm5_trend_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dbb0b9e2dffa73665504959ca2992cca0de9b21d
--- /dev/null
+++ b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_front10_pm5_trend_summary.csv
@@ -0,0 +1,4 @@
+label,run,raw_records_first100,unique_update_steps_plotted,duplicate_update_step_records_dropped,raw_first_value,raw_step100_value,smoothed_step1,smoothed_step100,linear_slope_per_step_on_smoothed,linear_slope_per_100_steps_on_smoothed,fit_step1,fit_step100
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,100,100,0,9.09570312,9.11230469,8.78670986909091,8.986328126666669,0.002654756247045934,0.2654756247045934,8.787393322243938,9.050214190701487
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,100,100,0,9.09570312,8.91650391,8.753262606363636,8.969116211666666,0.0030027681374129177,0.3002768137412918,8.726771425198713,9.02404547080259
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,111,100,11,9.09570312,9.22900391,8.781471945454546,9.165608725,0.005178748309189272,0.5178748309189272,8.703348883804631,9.216044966414369
diff --git a/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_normal.csv b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_normal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be0f04a599c77d2bd024df581fb2187f267773b7
--- /dev/null
+++ b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_normal.csv
@@ -0,0 +1,301 @@
+label,run,timestamp,update_step,train_step,Reward/token_credit_video_logprob_reward_mean,rolling10_mean
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:07:43.279,1,40,9.09570312,9.09570312
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:21:47.286,2,80,8.50488281,8.800292965
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:35:45.332,3,120,8.87548828,8.82535807
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 01:49:47.873,4,160,8.56787109,8.760986325000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 02:03:59.121,5,200,8.80224609,8.769238278
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 02:18:03.737,6,240,9.31787109,8.86067708
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 02:32:11.885,7,280,8.44921875,8.801897318571429
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 02:46:25.290,8,320,8.93164062,8.818115231250001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:00:36.187,9,360,8.91943359,8.829372826666667
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:14:40.282,10,400,8.81689453,8.828124997
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:29:37.388,11,440,8.37255859,8.755810544000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:43:39.687,12,480,8.46386719,8.751708982
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 03:57:47.417,13,520,8.53759766,8.717919920000002
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 04:11:56.042,14,560,8.96435547,8.757568358
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 04:26:11.336,15,600,8.93652344,8.770996093
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 04:40:26.111,16,640,8.96191406,8.73540039
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 04:54:37.394,17,680,8.49951172,8.740429686999999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:08:40.412,18,720,8.27783203,8.675048828
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:22:40.291,19,760,8.85009766,8.668115235
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:36:50.002,20,800,8.79345703,8.665771484999999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 05:51:45.022,21,840,8.65527344,8.69404297
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:05:53.758,22,880,8.82421875,8.730078126
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:20:03.967,23,920,9.51708984,8.828027344
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:34:11.369,24,960,8.97412109,8.829003906
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 06:48:25.217,25,1000,8.74902344,8.810253906
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:03:51.735,26,1040,8.51904297,8.765966797
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:17:53.326,27,1080,8.62158203,8.778173828
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:32:01.686,28,1120,8.94726562,8.845117187
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 07:46:06.699,29,1160,8.9375,8.853857420999999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:00:25.372,30,1200,9.20800781,8.895312499
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:15:33.768,31,1240,8.67529297,8.897314452
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:29:38.025,32,1280,9.50878906,8.965771483
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:43:50.704,33,1320,9.30859375,8.944921873999998
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 08:57:52.841,34,1360,8.76757812,8.924267576999998
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:11:57.518,35,1400,9.23925781,8.973291013999999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:26:04.483,36,1440,8.64257812,8.985644528999998
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:40:16.739,37,1480,8.96875,9.020361326
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 09:54:26.843,38,1520,8.76318359,9.001953123
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:08:33.402,39,1560,8.80859375,8.989062498
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:22:40.798,40,1600,8.93359375,8.961621092
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:37:35.979,41,1640,8.84960938,8.979052733
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 10:51:42.242,42,1680,9.01708984,8.929882811
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:05:50.575,43,1720,8.97314453,8.896337889
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:19:51.977,44,1760,9.27929688,8.947509765000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:33:57.157,45,1800,9.02294922,8.925878906000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 11:48:09.683,46,1840,9.01171875,8.962792969
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:02:14.889,47,1880,9.31298828,8.997216797
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:16:23.583,48,1920,9.15039062,9.0359375
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:30:38.424,49,1960,9.25146484,9.080224609
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 12:44:41.049,50,2000,8.32568359,9.019433592999999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:00:43.687,51,2040,8.96630859,9.031103514
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:14:50.071,52,2080,8.72363281,9.001757811000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:28:58.783,53,2120,8.83740234,8.988183592
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:43:04.375,54,2160,9.11425781,8.971679685
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 13:57:24.209,55,2200,8.33105469,8.902490232
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:11:37.026,56,2240,9.05078125,8.906396482000002
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:25:53.140,57,2280,9.02441406,8.87753906
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:40:11.758,58,2320,9.30029297,8.892529295000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 14:54:26.434,59,2360,8.56347656,8.823730467
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:08:40.910,60,2400,8.70947266,8.862109374000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:23:39.800,61,2440,8.94921875,8.860400389999999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:37:45.051,62,2480,8.99511719,8.887548828000002
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 15:51:56.597,63,2520,8.94384766,8.89819336
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:06:05.401,64,2560,8.75195312,8.861962891000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:20:21.232,65,2600,9.48339844,8.977197266
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:34:41.604,66,2640,8.90332031,8.962451172
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 16:49:01.976,67,2680,9.01220703,8.961230468999998
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:03:12.212,68,2720,8.94726562,8.925927734
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:17:22.192,69,2760,8.75732422,8.945312499999998
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:31:36.801,70,2800,8.86230469,8.960595703
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 17:46:39.592,71,2840,9.32080078,8.997753905999998
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:00:41.743,72,2880,9.02441406,9.000683593
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:14:50.035,73,2920,9.11767578,9.018066404999999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:28:53.752,74,2960,9.07861328,9.050732421000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:42:51.502,75,3000,9.39648438,9.042041014999999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 18:58:20.873,76,3040,8.81445312,9.033154296000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:12:38.922,77,3080,9.26074219,9.058007812
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:26:49.622,78,3120,8.91845703,9.055126953
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:40:52.245,79,3160,8.91162109,9.07055664
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 19:54:54.358,80,3200,8.60400391,9.044726562
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:10:02.797,81,3240,8.90576172,9.003222656
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:24:04.988,82,3280,9.1015625,9.0109375
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:38:13.585,83,3320,8.92822266,8.991992188000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 20:52:34.669,84,3360,9.18310547,9.002441407000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:06:52.489,85,3400,8.77929688,8.940722656999998
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:21:04.897,86,3440,9.36962891,8.996240236000002
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:35:20.682,87,3480,8.93212891,8.963378908
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 21:49:37.132,88,3520,8.70703125,8.94223633
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:03:50.186,89,3560,8.94824219,8.945898439999999
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:17:53.295,90,3600,9.15380859,9.000878908
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:32:51.985,91,3640,9.125,9.022802736
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 22:46:53.244,92,3680,8.76416016,8.989062502
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:00:53.186,93,3720,9.01025391,8.997265627
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:14:58.996,94,3760,9.13916016,8.992871096
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:29:20.017,95,3800,8.46533203,8.961474611
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:43:26.191,96,3840,8.68994141,8.893505861
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-06 23:57:37.433,97,3880,9.37011719,8.937304689
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-07 00:11:42.695,98,3920,9.21435547,8.988037111
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-07 00:25:48.115,99,3960,9.06591797,8.999804689000001
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,2026-06-07 00:39:57.759,100,4000,9.11230469,8.995654299
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:06:57.130,1,40,9.09570312,9.09570312
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:21:17.118,2,80,8.49121094,8.793457029999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:35:35.183,3,120,8.87109375,8.819335936666667
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 21:49:55.945,4,160,8.63427734,8.773071287499999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:04:17.719,5,200,8.74902344,8.768261718
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:18:35.080,6,240,9.20605469,8.841227213333333
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:32:58.564,7,280,8.35742188,8.772112165714287
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 22:47:19.989,8,320,8.92529297,8.791259766249999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:01:43.626,9,360,8.96582031,8.81065538222222
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:16:05.282,10,400,8.75146484,8.804736327999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:31:13.783,11,440,8.23852539,8.719018555
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:45:28.799,12,480,8.546875,8.724584961
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-29 23:59:50.594,13,520,8.55957031,8.693432617
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:14:12.812,14,560,8.91601562,8.721606444999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:28:35.518,15,600,8.86425781,8.733129882
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:42:57.591,16,640,8.87011719,8.699536132
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 00:57:15.123,17,680,8.52197266,8.71599121
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:11:37.851,18,720,8.35595703,8.659057616000002
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:26:05.370,19,760,8.81201172,8.643676757
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:40:22.570,20,800,8.70849609,8.639379882
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 01:55:37.757,21,840,8.68457031,8.683984374
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:09:57.652,22,880,8.78564453,8.707861327
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:24:22.918,23,920,9.23974609,8.775878904999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:38:56.053,24,960,8.83886719,8.768164062
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 02:53:16.807,25,1000,8.59130859,8.74086914
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:08:50.283,26,1040,8.35644531,8.689501951999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:23:09.363,27,1080,8.61425781,8.698730467
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:37:26.346,28,1120,8.83520508,8.746655272
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 03:51:58.925,29,1160,8.94042969,8.759497069
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:06:25.204,30,1200,9.01269531,8.789916991
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:21:48.264,31,1240,8.73681641,8.795141601000001
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:36:12.369,32,1280,9.29101562,8.84567871
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 04:50:41.279,33,1320,9.24707031,8.846411131999998
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:05:06.657,34,1360,8.68847656,8.831372069
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:19:25.318,35,1400,8.99316406,8.871557616
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:33:38.087,36,1440,8.60986328,8.896899412999998
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 05:47:59.129,37,1480,8.70068359,8.905541991
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:02:20.751,38,1520,8.74316406,8.896337888999998
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:16:54.598,39,1560,8.77001953,8.879296873
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:31:23.041,40,1600,8.92236328,8.87026367
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 06:46:36.566,41,1640,8.70751953,8.867333982000002
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:00:58.981,42,1680,8.92333984,8.830566404
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:15:21.423,43,1720,9.07226562,8.813085935
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:30:08.270,44,1760,9.11669922,8.855908201000002
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:44:30.299,45,1800,8.88916016,8.845507811000001
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 07:58:59.786,46,1840,8.90185547,8.874707030000001
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:13:33.574,47,1880,9.234375,8.928076170999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:28:14.979,48,1920,9.24560547,8.978320312000001
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:42:52.744,49,1960,9.43603516,9.044921875
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 08:57:23.960,50,2000,8.48974609,9.001660156
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:14:04.522,51,2040,8.98876953,9.029785155999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:28:42.427,52,2080,8.96191406,9.033642578
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:43:17.000,53,2120,8.70166016,8.996582032
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 09:57:45.724,54,2160,8.91552734,8.976464844
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:12:07.281,55,2200,8.19287109,8.906835937
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:26:23.855,56,2240,9.21337891,8.937988280999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:40:45.884,57,2280,8.91845703,8.906396484000002
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 10:55:08.301,58,2320,9.26660156,8.908496093
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:09:39.734,59,2360,8.40869141,8.805761718000001
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:24:08.702,60,2400,8.63574219,8.820361328
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:39:42.306,61,2440,8.91503906,8.812988280999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 11:54:05.738,62,2480,8.91894531,8.808691406
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:08:30.063,63,2520,8.92431641,8.830957031
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:22:53.031,64,2560,8.69360352,8.808764649
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:37:11.655,65,2600,9.20800781,8.910278321
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 12:51:30.107,66,2640,8.98291016,8.887231446
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:05:58.894,67,2680,8.94287109,8.889672852
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:20:24.125,68,2720,9.0390625,8.866918946
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:34:48.054,69,2760,8.67431641,8.893481446
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 13:49:06.861,70,2800,8.87597656,8.917504883
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:04:33.332,71,2840,9.27392578,8.953393555000002
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:19:43.125,72,2880,8.99169922,8.960668946
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:34:37.955,73,2920,9.12988281,8.981225586
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 14:49:19.695,74,2960,8.97363281,9.009228515
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:03:50.458,75,3000,9.30761719,9.019189453
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:19:34.640,76,3040,8.78222656,8.999121093
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:34:10.658,77,3080,9.39892578,9.044726562
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 15:48:47.937,78,3120,9.00683594,9.041503905999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:03:16.631,79,3160,8.74072266,9.048144531
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:17:52.361,80,3200,8.61767578,9.022314453
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:33:33.423,81,3240,9.03857422,8.998779297
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 16:48:15.247,82,3280,9.04248047,9.003857422
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:02:54.660,83,3320,9.0234375,8.993212891
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:17:34.573,84,3360,9.01757812,8.997607422
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:32:10.015,85,3400,8.59863281,8.926708984
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 17:46:54.227,86,3440,9.390625,8.987548828
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:01:34.713,87,3480,8.77246094,8.924902344
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:16:17.443,88,3520,8.28222656,8.852441406
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:31:18.198,89,3560,8.96923828,8.875292968
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 18:46:22.794,90,3600,9.04443359,8.917968749
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:02:13.138,91,3640,9.24462891,8.938574218
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:17:12.305,92,3680,8.89208984,8.923535155
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:31:54.911,93,3720,9.10644531,8.931835936
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 19:47:02.829,94,3760,9.08154297,8.938232420999999
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:01:45.951,95,3800,8.51049805,8.929418944999998
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:16:29.019,96,3840,8.65283203,8.855639648
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:31:19.495,97,3880,9.51220703,8.929614257
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 20:46:02.826,98,3920,9.11376953,9.012768554
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 21:00:47.543,99,3960,9.10888672,9.026733398000001
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,2026-05-30 21:15:25.854,100,4000,8.91650391,9.013940430000002
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+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 14:29:02.301,2,80,8.57519531,8.835449215
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+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:12:05.849,5,200,8.85205078,8.823144528
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:26:24.362,6,240,9.17041016,8.881022133333333
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:40:54.334,7,280,8.27929688,8.795061382857144
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 15:55:20.645,8,320,8.85205078,8.802185057500001
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:09:46.627,9,360,8.88232422,8.81108940888889
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:24:05.231,10,400,8.89208984,8.819189452
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:39:20.692,11,440,8.40429688,8.750048828
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 16:53:39.942,12,480,8.43554688,8.736083985000002
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:08:05.119,13,520,8.6875,8.711718751000001
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:22:28.305,14,560,9.046875,8.750244142
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:37:06.209,15,600,8.80566406,8.745605470000001
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 17:51:28.375,16,640,8.86181641,8.714746094999999
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:05:57.350,17,680,8.53515625,8.740332032000001
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:20:26.209,18,720,8.36987305,8.692114258999998
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+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 18:49:04.369,20,800,8.72314453,8.659887697
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+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:19:10.583,22,880,8.73291016,8.70341797
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:33:34.758,23,920,9.19921875,8.754589845
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 19:48:10.037,24,960,8.99511719,8.749414064000002
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:02:54.460,25,1000,8.62060547,8.730908205
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:19:02.572,26,1040,8.66015625,8.710742189
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:33:44.084,27,1080,8.54589844,8.711816408
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 20:48:20.529,28,1120,8.76171875,8.751000978
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:03:09.561,29,1160,9.00097656,8.778198243
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+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:33:45.386,31,1240,8.69628906,8.834277344
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-28 21:48:27.144,32,1280,9.42578125,8.903564453
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+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 02:00:02.905,49,1960,9.35351562,9.070654296999999
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+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:34:31.605,93,3720,9.21386719,9.162500001000002
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 12:48:44.075,94,3760,9.39892578,9.182666017
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+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,2026-05-29 14:12:55.090,100,4000,9.22900391,9.192089845000002
diff --git a/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_normal.png b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_normal.png
new file mode 100644
index 0000000000000000000000000000000000000000..8c43254920753c0818e2468194e4ff42e6514d2b
--- /dev/null
+++ b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_normal.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dd16980c1b0e0f156d11a2242cc620fe7d6cef279382bc273feb4372e53227e
+size 416826
diff --git a/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_normal_summary.csv b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_normal_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b866d168a1e81ba812447475a96932b72bad0697
--- /dev/null
+++ b/outputs/analysis/videoscore2_token_credit_video_logprob_reward_mean_first100_normal_summary.csv
@@ -0,0 +1,4 @@
+label,run,raw_records_first100,unique_update_steps_plotted,duplicate_update_step_records_dropped,first_value,step100_value,first10_mean,last10_mean,rolling10_step100,linear_slope_per_100_steps
+VideoScore2 shuffled weighting,yw008-3-sage-videoscore2-token-credit-video-adv-shuffle-weighting,100,100,0,9.09570312,9.11230469,8.828124997,8.995654299,8.995654299,0.2613668629583005
+VideoScore2 no weighting,yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting,100,100,0,9.09570312,8.91650391,8.804736327999999,9.013940430000002,9.013940430000002,0.2897739002340279
+VideoScore2 weighted,yw008-1-sage-videoscore2-token-credit-video-adv,111,100,11,9.09570312,9.22900391,8.819189452,9.192089845000002,9.192089845000002,0.50897130747075
diff --git a/outputs/analysis/vlm_corruption_sensitivity_smoke/manifest.json b/outputs/analysis/vlm_corruption_sensitivity_smoke/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..f56987ebc4a765024e8872e553676c5d49f7d157
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_smoke/manifest.json
@@ -0,0 +1,25 @@
+{
+  "args": {
+    "val_dir": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100",
+    "output_dir": "outputs/analysis/vlm_corruption_sensitivity_smoke",
+    "model_path": "/nfs/ywang29/ckpts/Qwen3.5-9B",
+    "model_family": "qwen3_5",
+    "device": "cuda:0",
+    "max_videos": 1,
+    "seed": 20260518,
+    "reward_frames": 20,
+    "max_pixels": 50176,
+    "variants": [
+      "original",
+      "blur"
+    ]
+  },
+  "samples": [
+    {
+      "sample_id": 23,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis_config.json",
+      "prompt": "A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast."
+    }
+  ]
+}
\ No newline at end of file
diff --git a/outputs/analysis/vlm_corruption_sensitivity_smoke/raw_scores.csv b/outputs/analysis/vlm_corruption_sensitivity_smoke/raw_scores.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b90fc852e159eafddaab76e9606779b244ae3437
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_smoke/raw_scores.csv
@@ -0,0 +1,3 @@
+sample_id,variant,video_path,prompt,avg,vlm_logprob,vlm_yes_no_margin,vlm_yes_ratio,pred_sentence
+23,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",1.0,-0.3140866160392761,1.0,1.0,Yes
+23,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.9999999403953552,-0.3140481114387512,0.9999999403953552,1.0,Yes
diff --git a/outputs/analysis/vlm_corruption_sensitivity_smoke/summary.csv b/outputs/analysis/vlm_corruption_sensitivity_smoke/summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6ddc1ddf3e52ae88a616ab94c9dadb9456bd2186
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_smoke/summary.csv
@@ -0,0 +1,3 @@
+variant,n,logprob_mean,logprob_delta_mean,margin_mean,margin_delta_mean,yes_ratio_mean,yes_ratio_delta_mean
+blur,1,-0.3140481114387512,3.8504600524902344e-05,0.9999999403953552,-5.960464477539063e-08,1.0,0.0
+original,1,-0.3140866160392761,0.0,1.0,0.0,1.0,0.0
diff --git a/outputs/analysis/vlm_corruption_sensitivity_smoke/summary.json b/outputs/analysis/vlm_corruption_sensitivity_smoke/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5c2466f7dea472456bcce6bcfa640dab58bf96e
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_smoke/summary.json
@@ -0,0 +1,22 @@
+[
+  {
+    "variant": "blur",
+    "n": 1,
+    "logprob_mean": -0.3140481114387512,
+    "logprob_delta_mean": 3.8504600524902344e-05,
+    "margin_mean": 0.9999999403953552,
+    "margin_delta_mean": -5.960464477539063e-08,
+    "yes_ratio_mean": 1.0,
+    "yes_ratio_delta_mean": 0.0
+  },
+  {
+    "variant": "original",
+    "n": 1,
+    "logprob_mean": -0.3140866160392761,
+    "logprob_delta_mean": 0.0,
+    "margin_mean": 1.0,
+    "margin_delta_mean": 0.0,
+    "yes_ratio_mean": 1.0,
+    "yes_ratio_delta_mean": 0.0
+  }
+]
\ No newline at end of file
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/manifest.json b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..924a9fb8e4bcf5f57224ee9fbb540d2242f73fc2
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/manifest.json
@@ -0,0 +1,95 @@
+{
+  "args": {
+    "val_dir": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100",
+    "output_dir": "outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100",
+    "model_path": "/nfs/ywang29/ckpts/Qwen3.5-9B",
+    "model_family": "qwen3_5",
+    "device": "cuda:0",
+    "max_videos": 12,
+    "seed": 20260518,
+    "reward_frames": 20,
+    "max_pixels": 50176,
+    "variants": [
+      "original",
+      "blur",
+      "downsample",
+      "jpeg",
+      "low_contrast",
+      "flicker"
+    ]
+  },
+  "samples": [
+    {
+      "sample_id": 11,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red_config.json",
+      "prompt": "A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress."
+    },
+    {
+      "sample_id": 23,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis_config.json",
+      "prompt": "A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast."
+    },
+    {
+      "sample_id": 37,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group_config.json",
+      "prompt": "In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty."
+    },
+    {
+      "sample_id": 47,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s_config.json",
+      "prompt": "A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace."
+    },
+    {
+      "sample_id": 48,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride_config.json",
+      "prompt": "Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm."
+    },
+    {
+      "sample_id": 58,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of_config.json",
+      "prompt": "In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand."
+    },
+    {
+      "sample_id": 68,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h_config.json",
+      "prompt": "In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience."
+    },
+    {
+      "sample_id": 73,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a_config.json",
+      "prompt": "A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape."
+    },
+    {
+      "sample_id": 78,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim_config.json",
+      "prompt": "A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape."
+    },
+    {
+      "sample_id": 91,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through_config.json",
+      "prompt": "A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment."
+    },
+    {
+      "sample_id": 92,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex_config.json",
+      "prompt": "A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power."
+    },
+    {
+      "sample_id": 96,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre_config.json",
+      "prompt": "A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights."
+    }
+  ]
+}
\ No newline at end of file
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/raw_scores.csv b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/raw_scores.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8b503daaddba8fa78c536e7cdb4e7e163ebcabc4
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/raw_scores.csv
@@ -0,0 +1,73 @@
+sample_id,variant,video_path,prompt,avg,vlm_logprob,vlm_yes_no_margin,vlm_yes_ratio,pred_sentence
+11,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.1801990121603012,1.625,1.0,Yes
+11,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.18020498752593994,1.625,1.0,Yes
+11,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.18022608757019043,1.625,1.0,Yes
+11,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.75,-0.16068650782108307,1.75,1.0,Yes
+11,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",-0.5,-0.9747211933135986,-0.5,0.0,No
+11,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.18022191524505615,1.625,1.0,Yes
+23,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",1.0,-0.3140866160392761,1.0,1.0,Yes
+23,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.9999999403953552,-0.3140481114387512,0.9999999403953552,1.0,Yes
+23,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.8749999403953552,-0.3492348790168762,0.8749999403953552,1.0,Yes
+23,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",1.0,-0.3140691816806793,1.0,1.0,Yes
+23,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",-0.7499999403953552,-1.1376490592956543,-0.7499999403953552,0.0,No
+23,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.875,-0.34928080439567566,0.875,1.0,Yes
+37,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-1.75,-1.9106416702270508,-1.75,0.0,No
+37,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-1.8750001192092896,-2.0180726051330566,-1.8750001192092896,0.0,No
+37,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-1.875,-2.0180721282958984,-1.875,0.0,No
+37,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-1.75,-1.9106149673461914,-1.75,0.0,No
+37,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-4.125,-4.1412272453308105,-4.125,0.0,No
+37,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-2.25,-2.3505208492279053,-2.25,0.0,No
+47,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.5,-0.4747247099876404,0.5,1.0,Yes
+47,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.625,-0.4293252229690552,0.625,1.0,Yes
+47,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.5,-0.47473984956741333,0.5,1.0,Yes
+47,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.5,-0.47473058104515076,0.5,1.0,Yes
+47,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.5,-0.47473597526550293,0.5,1.0,Yes
+47,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.25,-0.5766120553016663,0.25,1.0,Yes
+48,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.38747724890708923,0.75,1.0,Yes
+48,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.3874867260456085,0.75,1.0,Yes
+48,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.3874986171722412,0.75,1.0,Yes
+48,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.8749999403953552,-0.34903889894485474,0.8749999403953552,1.0,Yes
+48,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",-0.625,-1.054265022277832,-0.625,0.0,No
+48,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.375,-0.5237305164337158,0.375,1.0,Yes
+58,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.375,-1.6008042097091675,-1.375,0.0,No
+58,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.5,-1.7017751932144165,-1.5,0.0,No
+58,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.375,-1.6008176803588867,-1.375,0.0,No
+58,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.375,-1.6008139848709106,-1.375,0.0,No
+58,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-3.375,-3.4088358879089355,-3.375,0.0,No
+58,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.5,-1.7018070220947266,-1.5,0.0,No
+68,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-4.875,-4.882774829864502,-4.875,0.0,No
+68,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-4.875,-4.882763385772705,-4.875,0.0,No
+68,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.0,-5.00687313079834,-5.0,0.0,No
+68,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.125,-5.1310882568359375,-5.125,0.0,No
+68,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.875,-5.87795352935791,-5.875,0.0,No
+68,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.375,-5.379761695861816,-5.375,0.0,No
+73,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.125,-0.758270800113678,-0.125,0.0,No
+73,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.25,-0.8265652656555176,-0.25,0.0,No
+73,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",0.0,-0.6938343048095703,0.0,0.0,No
+73,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.125,-0.7582641243934631,-0.125,0.0,No
+73,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-1.0,-1.3137760162353516,-1.0,0.0,No
+73,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",0.125,-0.6332182288169861,0.125,1.0,Yes
+78,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.625,-1.0544527769088745,-0.625,0.0,No
+78,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.75,-1.1375001668930054,-0.75,0.0,No
+78,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.75,-1.137565016746521,-0.75,0.0,No
+78,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.6250000596046448,-1.0544402599334717,-0.6250000596046448,0.0,No
+78,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-4.375,-4.3877458572387695,-4.375,0.0,No
+78,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.75,-1.137511134147644,-0.75,0.0,No
+91,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.6250000596046448,-0.42932552099227905,0.6250000596046448,1.0,Yes
+91,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.625,-0.42930519580841064,0.625,1.0,Yes
+91,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.5,-0.47472840547561646,0.5,1.0,Yes
+91,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.625,-0.4293234348297119,0.625,1.0,Yes
+91,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",-0.875,-1.2239781618118286,-0.875,0.0,No
+91,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.6249999403953552,-0.4293273091316223,0.6249999403953552,1.0,Yes
+92,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.125,-0.6332516670227051,0.125,1.0,Yes
+92,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.125,-0.6332612037658691,0.125,1.0,Yes
+92,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.125,-0.633246123790741,0.125,1.0,Yes
+92,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.0,-0.6938126087188721,0.0,0.0,No
+92,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",-2.5,-2.579245090484619,-2.5,0.0,No
+92,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.0,-0.6937587857246399,0.0,0.0,No
+96,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.75,-1.1374518871307373,-0.75,0.0,No
+96,blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.8750000596046448,-1.2239816188812256,-0.8750000596046448,0.0,No
+96,downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.75,-1.1374530792236328,-0.75,0.0,No
+96,jpeg,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.875,-1.2240500450134277,-0.875,0.0,No
+96,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-2.0,-2.1272971630096436,-2.0,0.0,No
+96,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-1.375,-1.6009314060211182,-1.375,0.0,No
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/summary.csv b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d71ed09a3920eb0154f62c8d825aa3c48b0a932
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/summary.csv
@@ -0,0 +1,7 @@
+variant,n,logprob_mean,logprob_delta_mean,margin_mean,margin_delta_mean,yes_ratio_mean,yes_ratio_delta_mean
+blur,12,-1.1803574735919635,-0.033402394503355026,-0.4479166865348816,-0.041666691501935325,0.5,0.0
+downsample,12,-1.1745241085688274,-0.027569029480218887,-0.4479166716337204,-0.04166667660077413,0.5,0.0
+flicker,12,-1.2963901435335476,-0.1494350644449393,-0.614583338300387,-0.2083333432674408,0.5,0.0
+jpeg,12,-1.1750777376194794,-0.028122658530871075,-0.4270833432674408,-0.020833348234494526,0.4166666666666667,-0.08333333333333333
+low_contrast,12,-2.391785850127538,-1.2448307710389297,-2.124999995032946,-1.71875,0.08333333333333333,-0.4166666666666667
+original,12,-1.1469550790886085,0.0,-0.4062499950329463,0.0,0.5,0.0
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/summary.json b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce84419bc42db23e2a41fa2f4e97fdfa912701ed
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100/summary.json
@@ -0,0 +1,62 @@
+[
+  {
+    "variant": "blur",
+    "n": 12,
+    "logprob_mean": -1.1803574735919635,
+    "logprob_delta_mean": -0.033402394503355026,
+    "margin_mean": -0.4479166865348816,
+    "margin_delta_mean": -0.041666691501935325,
+    "yes_ratio_mean": 0.5,
+    "yes_ratio_delta_mean": 0.0
+  },
+  {
+    "variant": "downsample",
+    "n": 12,
+    "logprob_mean": -1.1745241085688274,
+    "logprob_delta_mean": -0.027569029480218887,
+    "margin_mean": -0.4479166716337204,
+    "margin_delta_mean": -0.04166667660077413,
+    "yes_ratio_mean": 0.5,
+    "yes_ratio_delta_mean": 0.0
+  },
+  {
+    "variant": "flicker",
+    "n": 12,
+    "logprob_mean": -1.2963901435335476,
+    "logprob_delta_mean": -0.1494350644449393,
+    "margin_mean": -0.614583338300387,
+    "margin_delta_mean": -0.2083333432674408,
+    "yes_ratio_mean": 0.5,
+    "yes_ratio_delta_mean": 0.0
+  },
+  {
+    "variant": "jpeg",
+    "n": 12,
+    "logprob_mean": -1.1750777376194794,
+    "logprob_delta_mean": -0.028122658530871075,
+    "margin_mean": -0.4270833432674408,
+    "margin_delta_mean": -0.020833348234494526,
+    "yes_ratio_mean": 0.4166666666666667,
+    "yes_ratio_delta_mean": -0.08333333333333333
+  },
+  {
+    "variant": "low_contrast",
+    "n": 12,
+    "logprob_mean": -2.391785850127538,
+    "logprob_delta_mean": -1.2448307710389297,
+    "margin_mean": -2.124999995032946,
+    "margin_delta_mean": -1.71875,
+    "yes_ratio_mean": 0.08333333333333333,
+    "yes_ratio_delta_mean": -0.4166666666666667
+  },
+  {
+    "variant": "original",
+    "n": 12,
+    "logprob_mean": -1.1469550790886085,
+    "logprob_delta_mean": 0.0,
+    "margin_mean": -0.4062499950329463,
+    "margin_delta_mean": 0.0,
+    "yes_ratio_mean": 0.5,
+    "yes_ratio_delta_mean": 0.0
+  }
+]
\ No newline at end of file
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/manifest.json b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..f9308841bf2ddd0b4db437291bfcc0f4f7462d92
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/manifest.json
@@ -0,0 +1,215 @@
+{
+  "args": {
+    "val_dir": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100",
+    "output_dir": "outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32",
+    "model_path": "/nfs/ywang29/ckpts/Qwen3.5-9B",
+    "model_family": "qwen3_5",
+    "device": "cuda:0",
+    "max_videos": 32,
+    "seed": 20260518,
+    "reward_frames": 20,
+    "max_pixels": 50176,
+    "variants": [
+      "original",
+      "low_contrast",
+      "flicker",
+      "strong_blur",
+      "dark",
+      "severe_downsample"
+    ]
+  },
+  "samples": [
+    {
+      "sample_id": 3,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_003_seed_42_A couple strolls hand in hand down a bustling city.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_003_seed_42_A couple strolls hand in hand down a bustling city_config.json",
+      "prompt": "A couple strolls hand in hand down a bustling city street, their fingers intertwined, embodying a sense of unity and affection. The man, wearing a navy coat and jeans, walks confidently beside the woman, who is dressed in a stylish red trench coat and black boots. The street is alive with the sounds of distant traffic and the chatter of passersby, while the couple remains in their own world, exchanging smiles and glances. The static camera captures their every step, as they navigate the urban landscape, framed by towering buildings and vibrant storefronts, under a sky painted with the warm hues of a setting sun."
+    },
+    {
+      "sample_id": 8,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_008_seed_42_From a high vantage point the camera captures a bu.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_008_seed_42_From a high vantage point the camera captures a bu_config.json",
+      "prompt": "From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun."
+    },
+    {
+      "sample_id": 11,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red_config.json",
+      "prompt": "A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress."
+    },
+    {
+      "sample_id": 14,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_014_seed_42_A man stands in a minimalist studio wearing a fitt.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_014_seed_42_A man stands in a minimalist studio wearing a fitt_config.json",
+      "prompt": "A man stands in a minimalist studio, wearing a fitted black turtleneck and dark jeans, his entire body captured in the frame. The lighting casts soft shadows, highlighting his poised stance. As the camera focuses, he gracefully raises his hands above his head, fingers elegantly extended, creating a silhouette against the neutral backdrop. His expression is serene, eyes closed, as if lost in a moment of introspection. The scene conveys a sense of calm and balance, with the man's fluid motion and the studio's tranquil ambiance harmonizing perfectly."
+    },
+    {
+      "sample_id": 23,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis_config.json",
+      "prompt": "A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast."
+    },
+    {
+      "sample_id": 28,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_028_seed_42_In a sun-dappled park a lively 10-year-old African.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_028_seed_42_In a sun-dappled park a lively 10-year-old African_config.json",
+      "prompt": "In a sun-dappled park, a lively 10-year-old African girl with braided hair and a colorful dress skips energetically beside a composed 40-year-old Japanese man in a tailored suit. Their contrasting gaits are evident as her playful, carefree steps create a rhythmic pattern alongside his measured, deliberate strides. The girl's posture is animated, her arms swinging freely, while the man's posture is upright and reserved, hands clasped behind his back. As they walk along a path lined with cherry blossoms and lush greenery, their differing paces highlight the joyful spontaneity of youth and the calm wisdom of experience, creating a harmonious scene of intergenerational connection."
+    },
+    {
+      "sample_id": 29,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_029_seed_42_In a serene dimly lit studio a graceful Chinese wo.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_029_seed_42_In a serene dimly lit studio a graceful Chinese wo_config.json",
+      "prompt": "In a serene, dimly lit studio, a graceful Chinese woman dancer, dressed in a flowing red silk gown, performs an elegant routine. The camera circles around her, capturing the fluidity of her movements as she twirls and leaps with precision. Her long, dark hair sways rhythmically, accentuating each motion. The contrast between her dynamic dance and the stationary environment, with its minimalist decor and soft lighting, highlights her artistry. As she moves, the fabric of her gown billows like waves, creating a mesmerizing visual symphony. Her expressions, a blend of focus and passion, tell a story of dedication and grace."
+    },
+    {
+      "sample_id": 30,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_030_seed_42_A static camera captures a seamless sequence as a.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_030_seed_42_A static camera captures a seamless sequence as a_config.json",
+      "prompt": "A static camera captures a seamless sequence as a person enters a dimly lit room through a wooden door, their silhouette briefly outlined by the hallway light. The room, sparsely furnished with a vintage armchair and a small table, exudes an air of mystery. The person, wearing a long coat and a hat, moves with purpose across the creaky wooden floor, their footsteps echoing softly. They pause momentarily, glancing around as if searching for something unseen. Then, without hesitation, they proceed to the opposite side of the room, where a second door awaits. With a gentle push, they exit, leaving the room in its quiet solitude once more."
+    },
+    {
+      "sample_id": 32,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_032_seed_42_A charming Korean male star dressed in a casual wh.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_032_seed_42_A charming Korean male star dressed in a casual wh_config.json",
+      "prompt": "A charming Korean male star, dressed in a casual white t-shirt and jeans, stands in a sun-dappled forest clearing, surrounded by towering trees and vibrant greenery. He carefully prepares sushi on a rustic wooden table, his hands skillfully crafting each roll with precision and grace. The sunlight filters through the leaves, casting playful shadows on his focused expression. Nearby, a gentle stream babbles, adding a serene soundtrack to the scene. As he finishes, he presents the sushi with a warm smile, the forest's natural beauty enhancing the delightful culinary moment."
+    },
+    {
+      "sample_id": 37,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group_config.json",
+      "prompt": "In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty."
+    },
+    {
+      "sample_id": 38,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_038_seed_42_An Indigenous Australian family gathers under a st.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_038_seed_42_An Indigenous Australian family gathers under a st_config.json",
+      "prompt": "An Indigenous Australian family gathers under a starlit sky, seated in a circle around a crackling campfire, its warm glow casting flickering shadows on their faces. The elder, with wisdom etched in his features, shares ancestral stories, his voice resonating with the crackle of the flames. Children listen intently, their eyes wide with wonder, while the adults nod in appreciation, wrapped in traditional woven blankets. The firelight dances across their expressions, highlighting the deep connection and shared history. The surrounding bushland whispers in the night, adding a serene backdrop to this intimate gathering, where culture and kinship intertwine."
+    },
+    {
+      "sample_id": 40,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_040_seed_42_A Native American man sprints across a vast desert.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_040_seed_42_A Native American man sprints across a vast desert_config.json",
+      "prompt": "A Native American man sprints across a vast desert landscape, his traditional regalia flowing with each powerful stride. The sun casts a golden hue over the arid terrain, highlighting the intricate beadwork and vibrant colors of his attire. Feathers in his headdress flutter in the wind, symbolizing his connection to the earth and sky. His moccasins barely touch the sandy ground, as if he is gliding over the desert. The distant mesas and cacti stand as silent witnesses to his speed and grace, while the clear blue sky stretches endlessly above, framing his determined journey through this timeless, sacred land."
+    },
+    {
+      "sample_id": 47,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s_config.json",
+      "prompt": "A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace."
+    },
+    {
+      "sample_id": 48,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride_config.json",
+      "prompt": "Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm."
+    },
+    {
+      "sample_id": 50,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_050_seed_42_A character stands in a dimly lit room initially c.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_050_seed_42_A character stands in a dimly lit room initially c_config.json",
+      "prompt": "A character stands in a dimly lit room, initially calm, when an unexpected sound startles them. Their eyes widen dramatically, and their mouth falls open in shock, capturing the essence of surprise. The camera swiftly zooms in, focusing on their expressive face, emphasizing the rapid shift from alarm to a more relaxed state. As the initial shock fades, their features soften, and a slight smile emerges, reflecting relief and understanding. The background remains blurred, ensuring the viewer's attention is solely on the character's vivid emotional journey, highlighted by the subtle play of light and shadow across their face."
+    },
+    {
+      "sample_id": 51,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_051_seed_42_In the golden glow of sunset a young womans face i.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_051_seed_42_In the golden glow of sunset a young womans face i_config.json",
+      "prompt": "In the golden glow of sunset, a young woman's face is captured in a close-up, her delicate features bathed in soft, warm light. Her eyes, shimmering with unshed tears, reflect a deep well of emotion, while her lips tremble subtly, betraying the storm within. As the camera gently zooms in, every nuance of her expression becomes more pronounced, highlighting the intricate play of light and shadow across her skin. The focus narrows to her tear-filled eyes, where the sunset's hues dance, encapsulating a poignant moment of vulnerability and raw emotion."
+    },
+    {
+      "sample_id": 56,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_056_seed_42_In a sunlit community center a diverse group of in.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_056_seed_42_In a sunlit community center a diverse group of in_config.json",
+      "prompt": "In a sunlit community center, a diverse group of individuals gathers, each representing a unique cultural background, dressed in traditional attire that reflects their heritage. The camera captures a young woman in a vibrant sari, an elderly man in a tailored suit, a teenager in a colorful dashiki, and a middle-aged woman in a hijab, all exchanging warm smiles. As they engage in animated discussions around a large wooden table, their gestures and expressions reveal a blend of curiosity and respect. The camera zooms in on their hands, illustrating a moment of unity as they collaboratively sketch ideas on a shared notepad. The scene transitions to a lively group activity, where laughter and understanding bridge their differences, culminating in a shared sense of purpose and camaraderie."
+    },
+    {
+      "sample_id": 58,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of_config.json",
+      "prompt": "In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand."
+    },
+    {
+      "sample_id": 67,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_067_seed_42_A group of adventurous children wearing colorful c.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_067_seed_42_A group of adventurous children wearing colorful c_config.json",
+      "prompt": "A group of adventurous children, wearing colorful clothes, wander through an abandoned industrial site, their eyes wide with curiosity and wonder. The camera captures their every move as they navigate through rusted machinery, broken glass, and precarious structures, the air filled with dust and echoes of the past. They climb over piles of debris, their laughter mingling with the eerie silence, as they discover forgotten relics and hidden corners. The sun casts long shadows, highlighting the contrast between their innocence and the perilous environment. Despite the dangers, their fearless exploration reveals a world of imagination and resilience amidst the chaos."
+    },
+    {
+      "sample_id": 68,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h_config.json",
+      "prompt": "In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience."
+    },
+    {
+      "sample_id": 69,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_069_seed_42_A tense scene unfolds on a bustling urban street w.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_069_seed_42_A tense scene unfolds on a bustling urban street w_config.json",
+      "prompt": "A tense scene unfolds on a bustling urban street, where a diverse group of individuals, identifiable by their traditional attire and cultural symbols, face an aggressive mob. The camera captures the chaotic energy as the crowd surges forward, their faces contorted with anger and hostility. The air is thick with tension, as shouts and cries echo through the narrow alleyways. The group, standing firm yet visibly anxious, attempts to shield themselves, their expressions a mix of fear and resilience. The camera pans to capture the raw emotion and intensity of the confrontation, highlighting the stark contrast between the aggressors and the targeted group, amidst the urban backdrop."
+    },
+    {
+      "sample_id": 72,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_072_seed_42_The camera swiftly navigates through a bustling To.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_072_seed_42_The camera swiftly navigates through a bustling To_config.json",
+      "prompt": "The camera swiftly navigates through a bustling Tokyo street, alive with futuristic energy. Neon signs in vivid hues of electric blue, fiery red, and vibrant green illuminate the scene, casting dynamic reflections on rain-soaked pavement. Lens flares dance across the screen, enhancing the kaleidoscope of colors. Holographic advertisements hover above, projecting animated visuals that captivate passersby. The street is a symphony of motion, with sleek, autonomous vehicles gliding silently alongside pedestrians in avant-garde fashion. The air buzzes with the hum of technology, while the aroma of street food wafts through the crowd, adding to the sensory overload of this vibrant, fast-paced urban landscape."
+    },
+    {
+      "sample_id": 73,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a_config.json",
+      "prompt": "A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape."
+    },
+    {
+      "sample_id": 78,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim_config.json",
+      "prompt": "A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape."
+    },
+    {
+      "sample_id": 79,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_079_seed_42_As the sun dips below the horizon casting a warm g.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_079_seed_42_As the sun dips below the horizon casting a warm g_config.json",
+      "prompt": "As the sun dips below the horizon, casting a warm golden glow across the sky, a tranquil tropical beach scene unfolds. Gentle waves rhythmically caress the sandy shore, their soft whispers blending with the rustling of palm fronds swaying gracefully in the balmy breeze. In the distance, a quaint beachside hut, its thatched roof silhouetted against the vibrant hues of the sunset, exudes a sense of cozy seclusion. The scene is framed by lush greenery, with the occasional call of a distant seabird adding to the serene ambiance. The entire setting is bathed in the soft, fading light of dusk, creating a perfect moment of peace and tranquility."
+    },
+    {
+      "sample_id": 86,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_086_seed_42_A young woman with flowing hair sits gracefully at.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_086_seed_42_A young woman with flowing hair sits gracefully at_config.json",
+      "prompt": "A young woman with flowing hair sits gracefully at a grand piano on a sandy beach, her fingers dancing over the keys, creating a melody that harmonizes with the gentle waves. The camera begins to rotate around her, capturing her serene expression and the intricate details of her white lace dress. As it moves, the expansive ocean stretches endlessly, its surface shimmering under the soft, golden light of the setting sun. The sky is painted with pastel hues, adding to the whimsical atmosphere. Seagulls glide gracefully above, and the gentle breeze rustles her hair, completing the enchanting scene."
+    },
+    {
+      "sample_id": 87,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_087_seed_42_A striking woman dressed head-to-toe in vibrant or.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_087_seed_42_A striking woman dressed head-to-toe in vibrant or_config.json",
+      "prompt": "A striking woman, dressed head-to-toe in vibrant orange, stands amidst a lush tropical rainforest, surrounded by an array of colorful flora. The overcast sky above casts a dramatic contrast, enhancing the vividness of her attire against the rich greens and bright blossoms. The camera captures her from a low angle, emphasizing her presence and the towering trees around her. Her expression is serene yet powerful, as if she is one with the vibrant ecosystem. The gentle rustle of leaves and distant calls of exotic birds add to the enchanting atmosphere, creating a mesmerizing scene of harmony and contrast."
+    },
+    {
+      "sample_id": 90,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_090_seed_42_In a vibrant humid rainforest a sloth leisurely tr.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_090_seed_42_In a vibrant humid rainforest a sloth leisurely tr_config.json",
+      "prompt": "In a vibrant, humid rainforest, a sloth leisurely traverses a thick branch, its every movement deliberate and unhurried. The camera captures the intricate details of its coarse, moss-tinted fur, each strand glistening with moisture under the soft, cinematic lighting that filters through the dense canopy above. The lush green foliage surrounds the sloth, creating a rich tapestry of verdant hues, while the gentle rustle of leaves and distant calls of exotic birds provide a serene soundtrack. As the sloth pauses, its soulful eyes reflect the tranquility of its environment, embodying the essence of the rainforest's timeless, unhurried rhythm."
+    },
+    {
+      "sample_id": 91,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through_config.json",
+      "prompt": "A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment."
+    },
+    {
+      "sample_id": 92,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex_config.json",
+      "prompt": "A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power."
+    },
+    {
+      "sample_id": 95,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_095_seed_42_The camera begins its ascent from a bustling urban.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_095_seed_42_The camera begins its ascent from a bustling urban_config.json",
+      "prompt": "The camera begins its ascent from a bustling urban street, capturing the vibrant energy of pedestrians and honking cars, as neon signs flicker to life, casting colorful reflections on rain-slicked pavements. As it rises, the scene transitions seamlessly from the warm hues of sunset to the cool blues of twilight, revealing the intricate network of streets below. Reaching the rooftop, the cityscape unfolds, with skyscrapers gradually illuminating, their windows twinkling like stars against the deepening night sky. The transformation is complete as the city pulses with life, a mesmerizing tapestry of light and shadow, showcasing the dynamic shift from day to night."
+    },
+    {
+      "sample_id": 96,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre_config.json",
+      "prompt": "A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights."
+    }
+  ]
+}
\ No newline at end of file
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/paired_analysis.csv b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/paired_analysis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..12d08c9580af600f787e5ebfdb18a3ea5d383566
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/paired_analysis.csv
@@ -0,0 +1,6 @@
+variant,n,mean_d_logprob,median_d_logprob,drop_logprob_n,drop_logprob_frac,sign_p_logprob_drop,mean_d_margin,median_d_margin,drop_margin_n,drop_margin_frac,sign_p_margin_drop,mean_d_yes_ratio,yes_to_no_n,no_to_yes_n
+low_contrast,32,-1.233936928678304,-0.9925119876861574,31,0.96875,7.683411240577698e-09,-1.6093750018626451,-1.5000000298023224,30,0.9375,1.4901161193847656e-08,-0.28125,9,0
+dark,32,-0.4685132666490972,-0.4371243119239806,28,0.875,9.650597348809242e-06,-0.6953124981373549,-0.75,28,0.875,2.3245811462402344e-06,-0.15625,6,1
+strong_blur,32,-0.29685731977224356,-0.20495763421058655,27,0.84375,5.653710104525089e-05,-0.41015625,-0.375,26,0.8125,7.618218660354614e-06,-0.09375,3,0
+severe_downsample,32,-0.06985657149925831,-0.0625077486038208,27,0.84375,5.653710104525089e-05,-0.10546875279396772,-0.125,23,0.71875,4.398822784423828e-05,-0.0625,2,0
+flicker,32,-0.0412534042261541,-0.062453120946884155,22,0.6875,0.025051229866221547,-0.078125,-0.125,19,0.59375,0.04357927665114403,0.0,3,3
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/raw_scores.csv b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/raw_scores.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4f322436e1f8230f9c1fb537e131b68bffccf000
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/raw_scores.csv
@@ -0,0 +1,193 @@
+sample_id,variant,video_path,prompt,avg,vlm_logprob,vlm_yes_no_margin,vlm_yes_ratio,pred_sentence
+3,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_003_seed_42_A couple strolls hand in hand down a bustling city.mp4,"A couple strolls hand in hand down a bustling city street, their fingers intertwined, embodying a sense of unity and affection. The man, wearing a navy coat and jeans, walks confidently beside the woman, who is dressed in a stylish red trench coat and black boots. The street is alive with the sounds of distant traffic and the chatter of passersby, while the couple remains in their own world, exchanging smiles and glances. The static camera captures their every step, as they navigate the urban landscape, framed by towering buildings and vibrant storefronts, under a sky painted with the warm hues of a setting sun.",-0.125,-0.7582029104232788,-0.125,0.0,No
+3,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_003_seed_42_A couple strolls hand in hand down a bustling city.mp4,"A couple strolls hand in hand down a bustling city street, their fingers intertwined, embodying a sense of unity and affection. The man, wearing a navy coat and jeans, walks confidently beside the woman, who is dressed in a stylish red trench coat and black boots. The street is alive with the sounds of distant traffic and the chatter of passersby, while the couple remains in their own world, exchanging smiles and glances. The static camera captures their every step, as they navigate the urban landscape, framed by towering buildings and vibrant storefronts, under a sky painted with the warm hues of a setting sun.",-0.625,-1.0541694164276123,-0.625,0.0,No
+3,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_003_seed_42_A couple strolls hand in hand down a bustling city.mp4,"A couple strolls hand in hand down a bustling city street, their fingers intertwined, embodying a sense of unity and affection. The man, wearing a navy coat and jeans, walks confidently beside the woman, who is dressed in a stylish red trench coat and black boots. The street is alive with the sounds of distant traffic and the chatter of passersby, while the couple remains in their own world, exchanging smiles and glances. The static camera captures their every step, as they navigate the urban landscape, framed by towering buildings and vibrant storefronts, under a sky painted with the warm hues of a setting sun.",0.0,-0.6937370896339417,0.0,0.0,No
+3,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_003_seed_42_A couple strolls hand in hand down a bustling city.mp4,"A couple strolls hand in hand down a bustling city street, their fingers intertwined, embodying a sense of unity and affection. The man, wearing a navy coat and jeans, walks confidently beside the woman, who is dressed in a stylish red trench coat and black boots. The street is alive with the sounds of distant traffic and the chatter of passersby, while the couple remains in their own world, exchanging smiles and glances. The static camera captures their every step, as they navigate the urban landscape, framed by towering buildings and vibrant storefronts, under a sky painted with the warm hues of a setting sun.",0.0,-0.693736732006073,0.0,0.0,No
+3,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_003_seed_42_A couple strolls hand in hand down a bustling city.mp4,"A couple strolls hand in hand down a bustling city street, their fingers intertwined, embodying a sense of unity and affection. The man, wearing a navy coat and jeans, walks confidently beside the woman, who is dressed in a stylish red trench coat and black boots. The street is alive with the sounds of distant traffic and the chatter of passersby, while the couple remains in their own world, exchanging smiles and glances. The static camera captures their every step, as they navigate the urban landscape, framed by towering buildings and vibrant storefronts, under a sky painted with the warm hues of a setting sun.",-0.25,-0.8265260457992554,-0.25,0.0,No
+3,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_003_seed_42_A couple strolls hand in hand down a bustling city.mp4,"A couple strolls hand in hand down a bustling city street, their fingers intertwined, embodying a sense of unity and affection. The man, wearing a navy coat and jeans, walks confidently beside the woman, who is dressed in a stylish red trench coat and black boots. The street is alive with the sounds of distant traffic and the chatter of passersby, while the couple remains in their own world, exchanging smiles and glances. The static camera captures their every step, as they navigate the urban landscape, framed by towering buildings and vibrant storefronts, under a sky painted with the warm hues of a setting sun.",-0.125,-0.758152961730957,-0.125,0.0,No
+8,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_008_seed_42_From a high vantage point the camera captures a bu.mp4,"From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun.",-2.625,-2.695152997970581,-2.625,0.0,No
+8,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_008_seed_42_From a high vantage point the camera captures a bu.mp4,"From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun.",-4.625,-4.634881973266602,-4.625,0.0,No
+8,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_008_seed_42_From a high vantage point the camera captures a bu.mp4,"From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun.",-1.9999998807907104,-2.127225160598755,-1.9999998807907104,0.0,No
+8,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_008_seed_42_From a high vantage point the camera captures a bu.mp4,"From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun.",-3.75,-3.7733798027038574,-3.75,0.0,No
+8,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_008_seed_42_From a high vantage point the camera captures a bu.mp4,"From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun.",-4.5,-4.511191368103027,-4.5,0.0,No
+8,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_008_seed_42_From a high vantage point the camera captures a bu.mp4,"From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun.",-2.875,-2.9300780296325684,-2.875,0.0,No
+11,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.1801990121603012,1.625,1.0,Yes
+11,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",-0.5,-0.9747211933135986,-0.5,0.0,No
+11,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.18022191524505615,1.625,1.0,Yes
+11,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.18022708594799042,1.625,1.0,Yes
+11,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",0.5,-0.47477275133132935,0.5,1.0,Yes
+11,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.5,-0.20189595222473145,1.5,1.0,Yes
+14,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_014_seed_42_A man stands in a minimalist studio wearing a fitt.mp4,"A man stands in a minimalist studio, wearing a fitted black turtleneck and dark jeans, his entire body captured in the frame. The lighting casts soft shadows, highlighting his poised stance. As the camera focuses, he gracefully raises his hands above his head, fingers elegantly extended, creating a silhouette against the neutral backdrop. His expression is serene, eyes closed, as if lost in a moment of introspection. The scene conveys a sense of calm and balance, with the man's fluid motion and the studio's tranquil ambiance harmonizing perfectly.",0.625,-0.42926374077796936,0.625,1.0,Yes
+14,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_014_seed_42_A man stands in a minimalist studio wearing a fitt.mp4,"A man stands in a minimalist studio, wearing a fitted black turtleneck and dark jeans, his entire body captured in the frame. The lighting casts soft shadows, highlighting his poised stance. As the camera focuses, he gracefully raises his hands above his head, fingers elegantly extended, creating a silhouette against the neutral backdrop. His expression is serene, eyes closed, as if lost in a moment of introspection. The scene conveys a sense of calm and balance, with the man's fluid motion and the studio's tranquil ambiance harmonizing perfectly.",0.375,-0.5236784219741821,0.375,1.0,Yes
+14,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_014_seed_42_A man stands in a minimalist studio wearing a fitt.mp4,"A man stands in a minimalist studio, wearing a fitted black turtleneck and dark jeans, his entire body captured in the frame. The lighting casts soft shadows, highlighting his poised stance. As the camera focuses, he gracefully raises his hands above his head, fingers elegantly extended, creating a silhouette against the neutral backdrop. His expression is serene, eyes closed, as if lost in a moment of introspection. The scene conveys a sense of calm and balance, with the man's fluid motion and the studio's tranquil ambiance harmonizing perfectly.",0.375,-0.5237360000610352,0.375,1.0,Yes
+14,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_014_seed_42_A man stands in a minimalist studio wearing a fitt.mp4,"A man stands in a minimalist studio, wearing a fitted black turtleneck and dark jeans, his entire body captured in the frame. The lighting casts soft shadows, highlighting his poised stance. As the camera focuses, he gracefully raises his hands above his head, fingers elegantly extended, creating a silhouette against the neutral backdrop. His expression is serene, eyes closed, as if lost in a moment of introspection. The scene conveys a sense of calm and balance, with the man's fluid motion and the studio's tranquil ambiance harmonizing perfectly.",0.375,-0.523698091506958,0.375,1.0,Yes
+14,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_014_seed_42_A man stands in a minimalist studio wearing a fitt.mp4,"A man stands in a minimalist studio, wearing a fitted black turtleneck and dark jeans, his entire body captured in the frame. The lighting casts soft shadows, highlighting his poised stance. As the camera focuses, he gracefully raises his hands above his head, fingers elegantly extended, creating a silhouette against the neutral backdrop. His expression is serene, eyes closed, as if lost in a moment of introspection. The scene conveys a sense of calm and balance, with the man's fluid motion and the studio's tranquil ambiance harmonizing perfectly.",0.0,-0.693752110004425,0.0,0.0,No
+14,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_014_seed_42_A man stands in a minimalist studio wearing a fitt.mp4,"A man stands in a minimalist studio, wearing a fitted black turtleneck and dark jeans, his entire body captured in the frame. The lighting casts soft shadows, highlighting his poised stance. As the camera focuses, he gracefully raises his hands above his head, fingers elegantly extended, creating a silhouette against the neutral backdrop. His expression is serene, eyes closed, as if lost in a moment of introspection. The scene conveys a sense of calm and balance, with the man's fluid motion and the studio's tranquil ambiance harmonizing perfectly.",0.5,-0.4746823012828827,0.5,1.0,Yes
+23,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",1.0,-0.3140866160392761,1.0,1.0,Yes
+23,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",-0.7499999403953552,-1.1376490592956543,-0.7499999403953552,0.0,No
+23,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.875,-0.34928080439567566,0.875,1.0,Yes
+23,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.375,-0.523950457572937,0.375,1.0,Yes
+23,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.25,-0.5768373012542725,0.25,1.0,Yes
+23,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.75,-0.3876914978027344,0.75,1.0,Yes
+28,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_028_seed_42_In a sun-dappled park a lively 10-year-old African.mp4,"In a sun-dappled park, a lively 10-year-old African girl with braided hair and a colorful dress skips energetically beside a composed 40-year-old Japanese man in a tailored suit. Their contrasting gaits are evident as her playful, carefree steps create a rhythmic pattern alongside his measured, deliberate strides. The girl's posture is animated, her arms swinging freely, while the man's posture is upright and reserved, hands clasped behind his back. As they walk along a path lined with cherry blossoms and lush greenery, their differing paces highlight the joyful spontaneity of youth and the calm wisdom of experience, creating a harmonious scene of intergenerational connection.",-1.125,-1.4066531658172607,-1.125,0.0,No
+28,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_028_seed_42_In a sun-dappled park a lively 10-year-old African.mp4,"In a sun-dappled park, a lively 10-year-old African girl with braided hair and a colorful dress skips energetically beside a composed 40-year-old Japanese man in a tailored suit. Their contrasting gaits are evident as her playful, carefree steps create a rhythmic pattern alongside his measured, deliberate strides. The girl's posture is animated, her arms swinging freely, while the man's posture is upright and reserved, hands clasped behind his back. As they walk along a path lined with cherry blossoms and lush greenery, their differing paces highlight the joyful spontaneity of youth and the calm wisdom of experience, creating a harmonious scene of intergenerational connection.",-4.125,-4.141222953796387,-4.125,0.0,No
+28,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_028_seed_42_In a sun-dappled park a lively 10-year-old African.mp4,"In a sun-dappled park, a lively 10-year-old African girl with braided hair and a colorful dress skips energetically beside a composed 40-year-old Japanese man in a tailored suit. Their contrasting gaits are evident as her playful, carefree steps create a rhythmic pattern alongside his measured, deliberate strides. The girl's posture is animated, her arms swinging freely, while the man's posture is upright and reserved, hands clasped behind his back. As they walk along a path lined with cherry blossoms and lush greenery, their differing paces highlight the joyful spontaneity of youth and the calm wisdom of experience, creating a harmonious scene of intergenerational connection.",-1.0,-1.3138068914413452,-1.0,0.0,No
+28,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_028_seed_42_In a sun-dappled park a lively 10-year-old African.mp4,"In a sun-dappled park, a lively 10-year-old African girl with braided hair and a colorful dress skips energetically beside a composed 40-year-old Japanese man in a tailored suit. Their contrasting gaits are evident as her playful, carefree steps create a rhythmic pattern alongside his measured, deliberate strides. The girl's posture is animated, her arms swinging freely, while the man's posture is upright and reserved, hands clasped behind his back. As they walk along a path lined with cherry blossoms and lush greenery, their differing paces highlight the joyful spontaneity of youth and the calm wisdom of experience, creating a harmonious scene of intergenerational connection.",-1.25,-1.5024263858795166,-1.25,0.0,No
+28,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_028_seed_42_In a sun-dappled park a lively 10-year-old African.mp4,"In a sun-dappled park, a lively 10-year-old African girl with braided hair and a colorful dress skips energetically beside a composed 40-year-old Japanese man in a tailored suit. Their contrasting gaits are evident as her playful, carefree steps create a rhythmic pattern alongside his measured, deliberate strides. The girl's posture is animated, her arms swinging freely, while the man's posture is upright and reserved, hands clasped behind his back. As they walk along a path lined with cherry blossoms and lush greenery, their differing paces highlight the joyful spontaneity of youth and the calm wisdom of experience, creating a harmonious scene of intergenerational connection.",-1.625,-1.805145263671875,-1.625,0.0,No
+28,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_028_seed_42_In a sun-dappled park a lively 10-year-old African.mp4,"In a sun-dappled park, a lively 10-year-old African girl with braided hair and a colorful dress skips energetically beside a composed 40-year-old Japanese man in a tailored suit. Their contrasting gaits are evident as her playful, carefree steps create a rhythmic pattern alongside his measured, deliberate strides. The girl's posture is animated, her arms swinging freely, while the man's posture is upright and reserved, hands clasped behind his back. As they walk along a path lined with cherry blossoms and lush greenery, their differing paces highlight the joyful spontaneity of youth and the calm wisdom of experience, creating a harmonious scene of intergenerational connection.",-1.125,-1.4066579341888428,-1.125,0.0,No
+29,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_029_seed_42_In a serene dimly lit studio a graceful Chinese wo.mp4,"In a serene, dimly lit studio, a graceful Chinese woman dancer, dressed in a flowing red silk gown, performs an elegant routine. The camera circles around her, capturing the fluidity of her movements as she twirls and leaps with precision. Her long, dark hair sways rhythmically, accentuating each motion. The contrast between her dynamic dance and the stationary environment, with its minimalist decor and soft lighting, highlights her artistry. As she moves, the fabric of her gown billows like waves, creating a mesmerizing visual symphony. Her expressions, a blend of focus and passion, tell a story of dedication and grace.",0.5,-0.474650502204895,0.5,1.0,Yes
+29,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_029_seed_42_In a serene dimly lit studio a graceful Chinese wo.mp4,"In a serene, dimly lit studio, a graceful Chinese woman dancer, dressed in a flowing red silk gown, performs an elegant routine. The camera circles around her, capturing the fluidity of her movements as she twirls and leaps with precision. Her long, dark hair sways rhythmically, accentuating each motion. The contrast between her dynamic dance and the stationary environment, with its minimalist decor and soft lighting, highlights her artistry. As she moves, the fabric of her gown billows like waves, creating a mesmerizing visual symphony. Her expressions, a blend of focus and passion, tell a story of dedication and grace.",-0.125,-0.7582128047943115,-0.125,0.0,No
+29,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_029_seed_42_In a serene dimly lit studio a graceful Chinese wo.mp4,"In a serene, dimly lit studio, a graceful Chinese woman dancer, dressed in a flowing red silk gown, performs an elegant routine. The camera circles around her, capturing the fluidity of her movements as she twirls and leaps with precision. Her long, dark hair sways rhythmically, accentuating each motion. The contrast between her dynamic dance and the stationary environment, with its minimalist decor and soft lighting, highlights her artistry. As she moves, the fabric of her gown billows like waves, creating a mesmerizing visual symphony. Her expressions, a blend of focus and passion, tell a story of dedication and grace.",0.625,-0.429307222366333,0.625,1.0,Yes
+29,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_029_seed_42_In a serene dimly lit studio a graceful Chinese wo.mp4,"In a serene, dimly lit studio, a graceful Chinese woman dancer, dressed in a flowing red silk gown, performs an elegant routine. The camera circles around her, capturing the fluidity of her movements as she twirls and leaps with precision. Her long, dark hair sways rhythmically, accentuating each motion. The contrast between her dynamic dance and the stationary environment, with its minimalist decor and soft lighting, highlights her artistry. As she moves, the fabric of her gown billows like waves, creating a mesmerizing visual symphony. Her expressions, a blend of focus and passion, tell a story of dedication and grace.",0.5,-0.47464197874069214,0.5,1.0,Yes
+29,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_029_seed_42_In a serene dimly lit studio a graceful Chinese wo.mp4,"In a serene, dimly lit studio, a graceful Chinese woman dancer, dressed in a flowing red silk gown, performs an elegant routine. The camera circles around her, capturing the fluidity of her movements as she twirls and leaps with precision. Her long, dark hair sways rhythmically, accentuating each motion. The contrast between her dynamic dance and the stationary environment, with its minimalist decor and soft lighting, highlights her artistry. As she moves, the fabric of her gown billows like waves, creating a mesmerizing visual symphony. Her expressions, a blend of focus and passion, tell a story of dedication and grace.",0.375,-0.5236429572105408,0.375,1.0,Yes
+29,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_029_seed_42_In a serene dimly lit studio a graceful Chinese wo.mp4,"In a serene, dimly lit studio, a graceful Chinese woman dancer, dressed in a flowing red silk gown, performs an elegant routine. The camera circles around her, capturing the fluidity of her movements as she twirls and leaps with precision. Her long, dark hair sways rhythmically, accentuating each motion. The contrast between her dynamic dance and the stationary environment, with its minimalist decor and soft lighting, highlights her artistry. As she moves, the fabric of her gown billows like waves, creating a mesmerizing visual symphony. Her expressions, a blend of focus and passion, tell a story of dedication and grace.",0.4999999701976776,-0.4746592342853546,0.4999999701976776,1.0,Yes
+30,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_030_seed_42_A static camera captures a seamless sequence as a.mp4,"A static camera captures a seamless sequence as a person enters a dimly lit room through a wooden door, their silhouette briefly outlined by the hallway light. The room, sparsely furnished with a vintage armchair and a small table, exudes an air of mystery. The person, wearing a long coat and a hat, moves with purpose across the creaky wooden floor, their footsteps echoing softly. They pause momentarily, glancing around as if searching for something unseen. Then, without hesitation, they proceed to the opposite side of the room, where a second door awaits. With a gentle push, they exit, leaving the room in its quiet solitude once more.",-2.125,-2.238112449645996,-2.125,0.0,No
+30,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_030_seed_42_A static camera captures a seamless sequence as a.mp4,"A static camera captures a seamless sequence as a person enters a dimly lit room through a wooden door, their silhouette briefly outlined by the hallway light. The room, sparsely furnished with a vintage armchair and a small table, exudes an air of mystery. The person, wearing a long coat and a hat, moves with purpose across the creaky wooden floor, their footsteps echoing softly. They pause momentarily, glancing around as if searching for something unseen. Then, without hesitation, they proceed to the opposite side of the room, where a second door awaits. With a gentle push, they exit, leaving the room in its quiet solitude once more.",-4.5,-4.511211395263672,-4.5,0.0,No
+30,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_030_seed_42_A static camera captures a seamless sequence as a.mp4,"A static camera captures a seamless sequence as a person enters a dimly lit room through a wooden door, their silhouette briefly outlined by the hallway light. The room, sparsely furnished with a vintage armchair and a small table, exudes an air of mystery. The person, wearing a long coat and a hat, moves with purpose across the creaky wooden floor, their footsteps echoing softly. They pause momentarily, glancing around as if searching for something unseen. Then, without hesitation, they proceed to the opposite side of the room, where a second door awaits. With a gentle push, they exit, leaving the room in its quiet solitude once more.",-2.125,-2.238130807876587,-2.125,0.0,No
+30,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_030_seed_42_A static camera captures a seamless sequence as a.mp4,"A static camera captures a seamless sequence as a person enters a dimly lit room through a wooden door, their silhouette briefly outlined by the hallway light. The room, sparsely furnished with a vintage armchair and a small table, exudes an air of mystery. The person, wearing a long coat and a hat, moves with purpose across the creaky wooden floor, their footsteps echoing softly. They pause momentarily, glancing around as if searching for something unseen. Then, without hesitation, they proceed to the opposite side of the room, where a second door awaits. With a gentle push, they exit, leaving the room in its quiet solitude once more.",-3.0,-3.048820734024048,-3.0,0.0,No
+30,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_030_seed_42_A static camera captures a seamless sequence as a.mp4,"A static camera captures a seamless sequence as a person enters a dimly lit room through a wooden door, their silhouette briefly outlined by the hallway light. The room, sparsely furnished with a vintage armchair and a small table, exudes an air of mystery. The person, wearing a long coat and a hat, moves with purpose across the creaky wooden floor, their footsteps echoing softly. They pause momentarily, glancing around as if searching for something unseen. Then, without hesitation, they proceed to the opposite side of the room, where a second door awaits. With a gentle push, they exit, leaving the room in its quiet solitude once more.",-2.625,-2.695181131362915,-2.625,0.0,No
+30,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_030_seed_42_A static camera captures a seamless sequence as a.mp4,"A static camera captures a seamless sequence as a person enters a dimly lit room through a wooden door, their silhouette briefly outlined by the hallway light. The room, sparsely furnished with a vintage armchair and a small table, exudes an air of mystery. The person, wearing a long coat and a hat, moves with purpose across the creaky wooden floor, their footsteps echoing softly. They pause momentarily, glancing around as if searching for something unseen. Then, without hesitation, they proceed to the opposite side of the room, where a second door awaits. With a gentle push, they exit, leaving the room in its quiet solitude once more.",-2.375,-2.464212417602539,-2.375,0.0,No
+32,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_032_seed_42_A charming Korean male star dressed in a casual wh.mp4,"A charming Korean male star, dressed in a casual white t-shirt and jeans, stands in a sun-dappled forest clearing, surrounded by towering trees and vibrant greenery. He carefully prepares sushi on a rustic wooden table, his hands skillfully crafting each roll with precision and grace. The sunlight filters through the leaves, casting playful shadows on his focused expression. Nearby, a gentle stream babbles, adding a serene soundtrack to the scene. As he finishes, he presents the sushi with a warm smile, the forest's natural beauty enhancing the delightful culinary moment.",0.0,-0.693691611289978,0.0,0.0,No
+32,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_032_seed_42_A charming Korean male star dressed in a casual wh.mp4,"A charming Korean male star, dressed in a casual white t-shirt and jeans, stands in a sun-dappled forest clearing, surrounded by towering trees and vibrant greenery. He carefully prepares sushi on a rustic wooden table, his hands skillfully crafting each roll with precision and grace. The sunlight filters through the leaves, casting playful shadows on his focused expression. Nearby, a gentle stream babbles, adding a serene soundtrack to the scene. As he finishes, he presents the sushi with a warm smile, the forest's natural beauty enhancing the delightful culinary moment.",-1.375,-1.6007945537567139,-1.375,0.0,No
+32,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_032_seed_42_A charming Korean male star dressed in a casual wh.mp4,"A charming Korean male star, dressed in a casual white t-shirt and jeans, stands in a sun-dappled forest clearing, surrounded by towering trees and vibrant greenery. He carefully prepares sushi on a rustic wooden table, his hands skillfully crafting each roll with precision and grace. The sunlight filters through the leaves, casting playful shadows on his focused expression. Nearby, a gentle stream babbles, adding a serene soundtrack to the scene. As he finishes, he presents the sushi with a warm smile, the forest's natural beauty enhancing the delightful culinary moment.",0.125,-0.6331154704093933,0.125,1.0,Yes
+32,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_032_seed_42_A charming Korean male star dressed in a casual wh.mp4,"A charming Korean male star, dressed in a casual white t-shirt and jeans, stands in a sun-dappled forest clearing, surrounded by towering trees and vibrant greenery. He carefully prepares sushi on a rustic wooden table, his hands skillfully crafting each roll with precision and grace. The sunlight filters through the leaves, casting playful shadows on his focused expression. Nearby, a gentle stream babbles, adding a serene soundtrack to the scene. As he finishes, he presents the sushi with a warm smile, the forest's natural beauty enhancing the delightful culinary moment.",-0.375,-0.8986341953277588,-0.375,0.0,No
+32,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_032_seed_42_A charming Korean male star dressed in a casual wh.mp4,"A charming Korean male star, dressed in a casual white t-shirt and jeans, stands in a sun-dappled forest clearing, surrounded by towering trees and vibrant greenery. He carefully prepares sushi on a rustic wooden table, his hands skillfully crafting each roll with precision and grace. The sunlight filters through the leaves, casting playful shadows on his focused expression. Nearby, a gentle stream babbles, adding a serene soundtrack to the scene. As he finishes, he presents the sushi with a warm smile, the forest's natural beauty enhancing the delightful culinary moment.",-0.875,-1.2238861322402954,-0.875,0.0,No
+32,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_032_seed_42_A charming Korean male star dressed in a casual wh.mp4,"A charming Korean male star, dressed in a casual white t-shirt and jeans, stands in a sun-dappled forest clearing, surrounded by towering trees and vibrant greenery. He carefully prepares sushi on a rustic wooden table, his hands skillfully crafting each roll with precision and grace. The sunlight filters through the leaves, casting playful shadows on his focused expression. Nearby, a gentle stream babbles, adding a serene soundtrack to the scene. As he finishes, he presents the sushi with a warm smile, the forest's natural beauty enhancing the delightful culinary moment.",0.0,-0.6937204003334045,0.0,0.0,No
+37,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-1.75,-1.9106416702270508,-1.75,0.0,No
+37,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-4.125,-4.1412272453308105,-4.125,0.0,No
+37,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-2.25,-2.3505208492279053,-2.25,0.0,No
+37,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-3.375,-3.4088857173919678,-3.375,0.0,No
+37,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-2.5,-2.5791916847229004,-2.5,0.0,No
+37,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-1.9999998807907104,-2.127291202545166,-1.9999998807907104,0.0,No
+38,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_038_seed_42_An Indigenous Australian family gathers under a st.mp4,"An Indigenous Australian family gathers under a starlit sky, seated in a circle around a crackling campfire, its warm glow casting flickering shadows on their faces. The elder, with wisdom etched in his features, shares ancestral stories, his voice resonating with the crackle of the flames. Children listen intently, their eyes wide with wonder, while the adults nod in appreciation, wrapped in traditional woven blankets. The firelight dances across their expressions, highlighting the deep connection and shared history. The surrounding bushland whispers in the night, adding a serene backdrop to this intimate gathering, where culture and kinship intertwine.",0.625,-0.42950940132141113,0.625,1.0,Yes
+38,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_038_seed_42_An Indigenous Australian family gathers under a st.mp4,"An Indigenous Australian family gathers under a starlit sky, seated in a circle around a crackling campfire, its warm glow casting flickering shadows on their faces. The elder, with wisdom etched in his features, shares ancestral stories, his voice resonating with the crackle of the flames. Children listen intently, their eyes wide with wonder, while the adults nod in appreciation, wrapped in traditional woven blankets. The firelight dances across their expressions, highlighting the deep connection and shared history. The surrounding bushland whispers in the night, adding a serene backdrop to this intimate gathering, where culture and kinship intertwine.",-1.375,-1.601104974746704,-1.375,0.0,No
+38,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_038_seed_42_An Indigenous Australian family gathers under a st.mp4,"An Indigenous Australian family gathers under a starlit sky, seated in a circle around a crackling campfire, its warm glow casting flickering shadows on their faces. The elder, with wisdom etched in his features, shares ancestral stories, his voice resonating with the crackle of the flames. Children listen intently, their eyes wide with wonder, while the adults nod in appreciation, wrapped in traditional woven blankets. The firelight dances across their expressions, highlighting the deep connection and shared history. The surrounding bushland whispers in the night, adding a serene backdrop to this intimate gathering, where culture and kinship intertwine.",0.375,-0.5239054560661316,0.375,1.0,Yes
+38,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_038_seed_42_An Indigenous Australian family gathers under a st.mp4,"An Indigenous Australian family gathers under a starlit sky, seated in a circle around a crackling campfire, its warm glow casting flickering shadows on their faces. The elder, with wisdom etched in his features, shares ancestral stories, his voice resonating with the crackle of the flames. Children listen intently, their eyes wide with wonder, while the adults nod in appreciation, wrapped in traditional woven blankets. The firelight dances across their expressions, highlighting the deep connection and shared history. The surrounding bushland whispers in the night, adding a serene backdrop to this intimate gathering, where culture and kinship intertwine.",0.625,-0.42945805191993713,0.625,1.0,Yes
+38,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_038_seed_42_An Indigenous Australian family gathers under a st.mp4,"An Indigenous Australian family gathers under a starlit sky, seated in a circle around a crackling campfire, its warm glow casting flickering shadows on their faces. The elder, with wisdom etched in his features, shares ancestral stories, his voice resonating with the crackle of the flames. Children listen intently, their eyes wide with wonder, while the adults nod in appreciation, wrapped in traditional woven blankets. The firelight dances across their expressions, highlighting the deep connection and shared history. The surrounding bushland whispers in the night, adding a serene backdrop to this intimate gathering, where culture and kinship intertwine.",-0.625,-1.0544568300247192,-0.625,0.0,No
+38,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_038_seed_42_An Indigenous Australian family gathers under a st.mp4,"An Indigenous Australian family gathers under a starlit sky, seated in a circle around a crackling campfire, its warm glow casting flickering shadows on their faces. The elder, with wisdom etched in his features, shares ancestral stories, his voice resonating with the crackle of the flames. Children listen intently, their eyes wide with wonder, while the adults nod in appreciation, wrapped in traditional woven blankets. The firelight dances across their expressions, highlighting the deep connection and shared history. The surrounding bushland whispers in the night, adding a serene backdrop to this intimate gathering, where culture and kinship intertwine.",0.625,-0.429514616727829,0.625,1.0,Yes
+40,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_040_seed_42_A Native American man sprints across a vast desert.mp4,"A Native American man sprints across a vast desert landscape, his traditional regalia flowing with each powerful stride. The sun casts a golden hue over the arid terrain, highlighting the intricate beadwork and vibrant colors of his attire. Feathers in his headdress flutter in the wind, symbolizing his connection to the earth and sky. His moccasins barely touch the sandy ground, as if he is gliding over the desert. The distant mesas and cacti stand as silent witnesses to his speed and grace, while the clear blue sky stretches endlessly above, framing his determined journey through this timeless, sacred land.",0.25,-0.5765962600708008,0.25,1.0,Yes
+40,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_040_seed_42_A Native American man sprints across a vast desert.mp4,"A Native American man sprints across a vast desert landscape, his traditional regalia flowing with each powerful stride. The sun casts a golden hue over the arid terrain, highlighting the intricate beadwork and vibrant colors of his attire. Feathers in his headdress flutter in the wind, symbolizing his connection to the earth and sky. His moccasins barely touch the sandy ground, as if he is gliding over the desert. The distant mesas and cacti stand as silent witnesses to his speed and grace, while the clear blue sky stretches endlessly above, framing his determined journey through this timeless, sacred land.",-1.0,-1.3137627840042114,-1.0,0.0,No
+40,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_040_seed_42_A Native American man sprints across a vast desert.mp4,"A Native American man sprints across a vast desert landscape, his traditional regalia flowing with each powerful stride. The sun casts a golden hue over the arid terrain, highlighting the intricate beadwork and vibrant colors of his attire. Feathers in his headdress flutter in the wind, symbolizing his connection to the earth and sky. His moccasins barely touch the sandy ground, as if he is gliding over the desert. The distant mesas and cacti stand as silent witnesses to his speed and grace, while the clear blue sky stretches endlessly above, framing his determined journey through this timeless, sacred land.",0.0,-0.6938209533691406,0.0,0.0,No
+40,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_040_seed_42_A Native American man sprints across a vast desert.mp4,"A Native American man sprints across a vast desert landscape, his traditional regalia flowing with each powerful stride. The sun casts a golden hue over the arid terrain, highlighting the intricate beadwork and vibrant colors of his attire. Feathers in his headdress flutter in the wind, symbolizing his connection to the earth and sky. His moccasins barely touch the sandy ground, as if he is gliding over the desert. The distant mesas and cacti stand as silent witnesses to his speed and grace, while the clear blue sky stretches endlessly above, framing his determined journey through this timeless, sacred land.",0.0,-0.693810224533081,0.0,0.0,No
+40,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_040_seed_42_A Native American man sprints across a vast desert.mp4,"A Native American man sprints across a vast desert landscape, his traditional regalia flowing with each powerful stride. The sun casts a golden hue over the arid terrain, highlighting the intricate beadwork and vibrant colors of his attire. Feathers in his headdress flutter in the wind, symbolizing his connection to the earth and sky. His moccasins barely touch the sandy ground, as if he is gliding over the desert. The distant mesas and cacti stand as silent witnesses to his speed and grace, while the clear blue sky stretches endlessly above, framing his determined journey through this timeless, sacred land.",-0.75,-1.1374313831329346,-0.75,0.0,No
+40,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_040_seed_42_A Native American man sprints across a vast desert.mp4,"A Native American man sprints across a vast desert landscape, his traditional regalia flowing with each powerful stride. The sun casts a golden hue over the arid terrain, highlighting the intricate beadwork and vibrant colors of his attire. Feathers in his headdress flutter in the wind, symbolizing his connection to the earth and sky. His moccasins barely touch the sandy ground, as if he is gliding over the desert. The distant mesas and cacti stand as silent witnesses to his speed and grace, while the clear blue sky stretches endlessly above, framing his determined journey through this timeless, sacred land.",0.125,-0.6332997679710388,0.125,1.0,Yes
+47,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.5,-0.4747247099876404,0.5,1.0,Yes
+47,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.5,-0.47473597526550293,0.5,1.0,Yes
+47,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.25,-0.5766120553016663,0.25,1.0,Yes
+47,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",1.0,-0.31388989090919495,1.0,1.0,Yes
+47,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.75,-0.3875371217727661,0.75,1.0,Yes
+47,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.7499999403953552,-0.3875468373298645,0.7499999403953552,1.0,Yes
+48,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.38747724890708923,0.75,1.0,Yes
+48,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",-0.625,-1.054265022277832,-0.625,0.0,No
+48,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.375,-0.5237305164337158,0.375,1.0,Yes
+48,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.25,-0.576525866985321,0.25,1.0,Yes
+48,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.38745638728141785,0.75,1.0,Yes
+48,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.38747337460517883,0.75,1.0,Yes
+50,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_050_seed_42_A character stands in a dimly lit room initially c.mp4,"A character stands in a dimly lit room, initially calm, when an unexpected sound startles them. Their eyes widen dramatically, and their mouth falls open in shock, capturing the essence of surprise. The camera swiftly zooms in, focusing on their expressive face, emphasizing the rapid shift from alarm to a more relaxed state. As the initial shock fades, their features soften, and a slight smile emerges, reflecting relief and understanding. The background remains blurred, ensuring the viewer's attention is solely on the character's vivid emotional journey, highlighted by the subtle play of light and shadow across their face.",0.0,-0.693697988986969,0.0,0.0,No
+50,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_050_seed_42_A character stands in a dimly lit room initially c.mp4,"A character stands in a dimly lit room, initially calm, when an unexpected sound startles them. Their eyes widen dramatically, and their mouth falls open in shock, capturing the essence of surprise. The camera swiftly zooms in, focusing on their expressive face, emphasizing the rapid shift from alarm to a more relaxed state. As the initial shock fades, their features soften, and a slight smile emerges, reflecting relief and understanding. The background remains blurred, ensuring the viewer's attention is solely on the character's vivid emotional journey, highlighted by the subtle play of light and shadow across their face.",-0.25,-0.826487123966217,-0.25,0.0,No
+50,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_050_seed_42_A character stands in a dimly lit room initially c.mp4,"A character stands in a dimly lit room, initially calm, when an unexpected sound startles them. Their eyes widen dramatically, and their mouth falls open in shock, capturing the essence of surprise. The camera swiftly zooms in, focusing on their expressive face, emphasizing the rapid shift from alarm to a more relaxed state. As the initial shock fades, their features soften, and a slight smile emerges, reflecting relief and understanding. The background remains blurred, ensuring the viewer's attention is solely on the character's vivid emotional journey, highlighted by the subtle play of light and shadow across their face.",0.25,-0.5765260457992554,0.25,1.0,Yes
+50,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_050_seed_42_A character stands in a dimly lit room initially c.mp4,"A character stands in a dimly lit room, initially calm, when an unexpected sound startles them. Their eyes widen dramatically, and their mouth falls open in shock, capturing the essence of surprise. The camera swiftly zooms in, focusing on their expressive face, emphasizing the rapid shift from alarm to a more relaxed state. As the initial shock fades, their features soften, and a slight smile emerges, reflecting relief and understanding. The background remains blurred, ensuring the viewer's attention is solely on the character's vivid emotional journey, highlighted by the subtle play of light and shadow across their face.",-0.375,-0.8986706733703613,-0.375,0.0,No
+50,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_050_seed_42_A character stands in a dimly lit room initially c.mp4,"A character stands in a dimly lit room, initially calm, when an unexpected sound startles them. Their eyes widen dramatically, and their mouth falls open in shock, capturing the essence of surprise. The camera swiftly zooms in, focusing on their expressive face, emphasizing the rapid shift from alarm to a more relaxed state. As the initial shock fades, their features soften, and a slight smile emerges, reflecting relief and understanding. The background remains blurred, ensuring the viewer's attention is solely on the character's vivid emotional journey, highlighted by the subtle play of light and shadow across their face.",0.125,-0.6332066655158997,0.125,1.0,Yes
+50,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_050_seed_42_A character stands in a dimly lit room initially c.mp4,"A character stands in a dimly lit room, initially calm, when an unexpected sound startles them. Their eyes widen dramatically, and their mouth falls open in shock, capturing the essence of surprise. The camera swiftly zooms in, focusing on their expressive face, emphasizing the rapid shift from alarm to a more relaxed state. As the initial shock fades, their features soften, and a slight smile emerges, reflecting relief and understanding. The background remains blurred, ensuring the viewer's attention is solely on the character's vivid emotional journey, highlighted by the subtle play of light and shadow across their face.",-0.125,-0.7581342458724976,-0.125,0.0,No
+51,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_051_seed_42_In the golden glow of sunset a young womans face i.mp4,"In the golden glow of sunset, a young woman's face is captured in a close-up, her delicate features bathed in soft, warm light. Her eyes, shimmering with unshed tears, reflect a deep well of emotion, while her lips tremble subtly, betraying the storm within. As the camera gently zooms in, every nuance of her expression becomes more pronounced, highlighting the intricate play of light and shadow across her skin. The focus narrows to her tear-filled eyes, where the sunset's hues dance, encapsulating a poignant moment of vulnerability and raw emotion.",-0.125,-0.7582058906555176,-0.125,0.0,No
+51,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_051_seed_42_In the golden glow of sunset a young womans face i.mp4,"In the golden glow of sunset, a young woman's face is captured in a close-up, her delicate features bathed in soft, warm light. Her eyes, shimmering with unshed tears, reflect a deep well of emotion, while her lips tremble subtly, betraying the storm within. As the camera gently zooms in, every nuance of her expression becomes more pronounced, highlighting the intricate play of light and shadow across her skin. The focus narrows to her tear-filled eyes, where the sunset's hues dance, encapsulating a poignant moment of vulnerability and raw emotion.",-2.125,-2.238168954849243,-2.125,0.0,No
+51,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_051_seed_42_In the golden glow of sunset a young womans face i.mp4,"In the golden glow of sunset, a young woman's face is captured in a close-up, her delicate features bathed in soft, warm light. Her eyes, shimmering with unshed tears, reflect a deep well of emotion, while her lips tremble subtly, betraying the storm within. As the camera gently zooms in, every nuance of her expression becomes more pronounced, highlighting the intricate play of light and shadow across her skin. The focus narrows to her tear-filled eyes, where the sunset's hues dance, encapsulating a poignant moment of vulnerability and raw emotion.",0.0,-0.6938642263412476,0.0,0.0,No
+51,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_051_seed_42_In the golden glow of sunset a young womans face i.mp4,"In the golden glow of sunset, a young woman's face is captured in a close-up, her delicate features bathed in soft, warm light. Her eyes, shimmering with unshed tears, reflect a deep well of emotion, while her lips tremble subtly, betraying the storm within. As the camera gently zooms in, every nuance of her expression becomes more pronounced, highlighting the intricate play of light and shadow across her skin. The focus narrows to her tear-filled eyes, where the sunset's hues dance, encapsulating a poignant moment of vulnerability and raw emotion.",-0.75,-1.1374362707138062,-0.75,0.0,No
+51,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_051_seed_42_In the golden glow of sunset a young womans face i.mp4,"In the golden glow of sunset, a young woman's face is captured in a close-up, her delicate features bathed in soft, warm light. Her eyes, shimmering with unshed tears, reflect a deep well of emotion, while her lips tremble subtly, betraying the storm within. As the camera gently zooms in, every nuance of her expression becomes more pronounced, highlighting the intricate play of light and shadow across her skin. The focus narrows to her tear-filled eyes, where the sunset's hues dance, encapsulating a poignant moment of vulnerability and raw emotion.",-0.75,-1.1374598741531372,-0.75,0.0,No
+51,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_051_seed_42_In the golden glow of sunset a young womans face i.mp4,"In the golden glow of sunset, a young woman's face is captured in a close-up, her delicate features bathed in soft, warm light. Her eyes, shimmering with unshed tears, reflect a deep well of emotion, while her lips tremble subtly, betraying the storm within. As the camera gently zooms in, every nuance of her expression becomes more pronounced, highlighting the intricate play of light and shadow across her skin. The focus narrows to her tear-filled eyes, where the sunset's hues dance, encapsulating a poignant moment of vulnerability and raw emotion.",-0.375,-0.8987775444984436,-0.375,0.0,No
+56,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_056_seed_42_In a sunlit community center a diverse group of in.mp4,"In a sunlit community center, a diverse group of individuals gathers, each representing a unique cultural background, dressed in traditional attire that reflects their heritage. The camera captures a young woman in a vibrant sari, an elderly man in a tailored suit, a teenager in a colorful dashiki, and a middle-aged woman in a hijab, all exchanging warm smiles. As they engage in animated discussions around a large wooden table, their gestures and expressions reveal a blend of curiosity and respect. The camera zooms in on their hands, illustrating a moment of unity as they collaboratively sketch ideas on a shared notepad. The scene transitions to a lively group activity, where laughter and understanding bridge their differences, culminating in a shared sense of purpose and camaraderie.",-0.75,-1.1373567581176758,-0.75,0.0,No
+56,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_056_seed_42_In a sunlit community center a diverse group of in.mp4,"In a sunlit community center, a diverse group of individuals gathers, each representing a unique cultural background, dressed in traditional attire that reflects their heritage. The camera captures a young woman in a vibrant sari, an elderly man in a tailored suit, a teenager in a colorful dashiki, and a middle-aged woman in a hijab, all exchanging warm smiles. As they engage in animated discussions around a large wooden table, their gestures and expressions reveal a blend of curiosity and respect. The camera zooms in on their hands, illustrating a moment of unity as they collaboratively sketch ideas on a shared notepad. The scene transitions to a lively group activity, where laughter and understanding bridge their differences, culminating in a shared sense of purpose and camaraderie.",-1.875,-2.0179591178894043,-1.875,0.0,No
+56,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_056_seed_42_In a sunlit community center a diverse group of in.mp4,"In a sunlit community center, a diverse group of individuals gathers, each representing a unique cultural background, dressed in traditional attire that reflects their heritage. The camera captures a young woman in a vibrant sari, an elderly man in a tailored suit, a teenager in a colorful dashiki, and a middle-aged woman in a hijab, all exchanging warm smiles. As they engage in animated discussions around a large wooden table, their gestures and expressions reveal a blend of curiosity and respect. The camera zooms in on their hands, illustrating a moment of unity as they collaboratively sketch ideas on a shared notepad. The scene transitions to a lively group activity, where laughter and understanding bridge their differences, culminating in a shared sense of purpose and camaraderie.",-0.875,-1.2238752841949463,-0.875,0.0,No
+56,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_056_seed_42_In a sunlit community center a diverse group of in.mp4,"In a sunlit community center, a diverse group of individuals gathers, each representing a unique cultural background, dressed in traditional attire that reflects their heritage. The camera captures a young woman in a vibrant sari, an elderly man in a tailored suit, a teenager in a colorful dashiki, and a middle-aged woman in a hijab, all exchanging warm smiles. As they engage in animated discussions around a large wooden table, their gestures and expressions reveal a blend of curiosity and respect. The camera zooms in on their hands, illustrating a moment of unity as they collaboratively sketch ideas on a shared notepad. The scene transitions to a lively group activity, where laughter and understanding bridge their differences, culminating in a shared sense of purpose and camaraderie.",-1.0,-1.3137006759643555,-1.0,0.0,No
+56,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_056_seed_42_In a sunlit community center a diverse group of in.mp4,"In a sunlit community center, a diverse group of individuals gathers, each representing a unique cultural background, dressed in traditional attire that reflects their heritage. The camera captures a young woman in a vibrant sari, an elderly man in a tailored suit, a teenager in a colorful dashiki, and a middle-aged woman in a hijab, all exchanging warm smiles. As they engage in animated discussions around a large wooden table, their gestures and expressions reveal a blend of curiosity and respect. The camera zooms in on their hands, illustrating a moment of unity as they collaboratively sketch ideas on a shared notepad. The scene transitions to a lively group activity, where laughter and understanding bridge their differences, culminating in a shared sense of purpose and camaraderie.",-1.125,-1.4065879583358765,-1.125,0.0,No
+56,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_056_seed_42_In a sunlit community center a diverse group of in.mp4,"In a sunlit community center, a diverse group of individuals gathers, each representing a unique cultural background, dressed in traditional attire that reflects their heritage. The camera captures a young woman in a vibrant sari, an elderly man in a tailored suit, a teenager in a colorful dashiki, and a middle-aged woman in a hijab, all exchanging warm smiles. As they engage in animated discussions around a large wooden table, their gestures and expressions reveal a blend of curiosity and respect. The camera zooms in on their hands, illustrating a moment of unity as they collaboratively sketch ideas on a shared notepad. The scene transitions to a lively group activity, where laughter and understanding bridge their differences, culminating in a shared sense of purpose and camaraderie.",-0.8750000596046448,-1.2238845825195312,-0.8750000596046448,0.0,No
+58,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.375,-1.6008042097091675,-1.375,0.0,No
+58,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-3.375,-3.4088358879089355,-3.375,0.0,No
+58,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.5,-1.7018070220947266,-1.5,0.0,No
+58,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.8749998807907104,-2.0179812908172607,-1.8749998807907104,0.0,No
+58,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.875,-2.01798415184021,-1.875,0.0,No
+58,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.625,-1.8051092624664307,-1.625,0.0,No
+67,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_067_seed_42_A group of adventurous children wearing colorful c.mp4,"A group of adventurous children, wearing colorful clothes, wander through an abandoned industrial site, their eyes wide with curiosity and wonder. The camera captures their every move as they navigate through rusted machinery, broken glass, and precarious structures, the air filled with dust and echoes of the past. They climb over piles of debris, their laughter mingling with the eerie silence, as they discover forgotten relics and hidden corners. The sun casts long shadows, highlighting the contrast between their innocence and the perilous environment. Despite the dangers, their fearless exploration reveals a world of imagination and resilience amidst the chaos.",-0.25,-0.8265868425369263,-0.25,0.0,No
+67,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_067_seed_42_A group of adventurous children wearing colorful c.mp4,"A group of adventurous children, wearing colorful clothes, wander through an abandoned industrial site, their eyes wide with curiosity and wonder. The camera captures their every move as they navigate through rusted machinery, broken glass, and precarious structures, the air filled with dust and echoes of the past. They climb over piles of debris, their laughter mingling with the eerie silence, as they discover forgotten relics and hidden corners. The sun casts long shadows, highlighting the contrast between their innocence and the perilous environment. Despite the dangers, their fearless exploration reveals a world of imagination and resilience amidst the chaos.",-2.5,-2.5792384147644043,-2.5,0.0,No
+67,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_067_seed_42_A group of adventurous children wearing colorful c.mp4,"A group of adventurous children, wearing colorful clothes, wander through an abandoned industrial site, their eyes wide with curiosity and wonder. The camera captures their every move as they navigate through rusted machinery, broken glass, and precarious structures, the air filled with dust and echoes of the past. They climb over piles of debris, their laughter mingling with the eerie silence, as they discover forgotten relics and hidden corners. The sun casts long shadows, highlighting the contrast between their innocence and the perilous environment. Despite the dangers, their fearless exploration reveals a world of imagination and resilience amidst the chaos.",-0.375,-0.8987610340118408,-0.375,0.0,No
+67,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_067_seed_42_A group of adventurous children wearing colorful c.mp4,"A group of adventurous children, wearing colorful clothes, wander through an abandoned industrial site, their eyes wide with curiosity and wonder. The camera captures their every move as they navigate through rusted machinery, broken glass, and precarious structures, the air filled with dust and echoes of the past. They climb over piles of debris, their laughter mingling with the eerie silence, as they discover forgotten relics and hidden corners. The sun casts long shadows, highlighting the contrast between their innocence and the perilous environment. Despite the dangers, their fearless exploration reveals a world of imagination and resilience amidst the chaos.",-1.0,-1.3137898445129395,-1.0,0.0,No
+67,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_067_seed_42_A group of adventurous children wearing colorful c.mp4,"A group of adventurous children, wearing colorful clothes, wander through an abandoned industrial site, their eyes wide with curiosity and wonder. The camera captures their every move as they navigate through rusted machinery, broken glass, and precarious structures, the air filled with dust and echoes of the past. They climb over piles of debris, their laughter mingling with the eerie silence, as they discover forgotten relics and hidden corners. The sun casts long shadows, highlighting the contrast between their innocence and the perilous environment. Despite the dangers, their fearless exploration reveals a world of imagination and resilience amidst the chaos.",-1.0,-1.3137946128845215,-1.0,0.0,No
+67,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_067_seed_42_A group of adventurous children wearing colorful c.mp4,"A group of adventurous children, wearing colorful clothes, wander through an abandoned industrial site, their eyes wide with curiosity and wonder. The camera captures their every move as they navigate through rusted machinery, broken glass, and precarious structures, the air filled with dust and echoes of the past. They climb over piles of debris, their laughter mingling with the eerie silence, as they discover forgotten relics and hidden corners. The sun casts long shadows, highlighting the contrast between their innocence and the perilous environment. Despite the dangers, their fearless exploration reveals a world of imagination and resilience amidst the chaos.",-0.25,-0.8265976905822754,-0.25,0.0,No
+68,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-4.875,-4.882774829864502,-4.875,0.0,No
+68,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.875,-5.87795352935791,-5.875,0.0,No
+68,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.375,-5.379761695861816,-5.375,0.0,No
+68,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.625,-5.628730773925781,-5.625,0.0,No
+68,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.375,-5.379752159118652,-5.375,0.0,No
+68,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.0,-5.006864547729492,-5.0,0.0,No
+69,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_069_seed_42_A tense scene unfolds on a bustling urban street w.mp4,"A tense scene unfolds on a bustling urban street, where a diverse group of individuals, identifiable by their traditional attire and cultural symbols, face an aggressive mob. The camera captures the chaotic energy as the crowd surges forward, their faces contorted with anger and hostility. The air is thick with tension, as shouts and cries echo through the narrow alleyways. The group, standing firm yet visibly anxious, attempts to shield themselves, their expressions a mix of fear and resilience. The camera pans to capture the raw emotion and intensity of the confrontation, highlighting the stark contrast between the aggressors and the targeted group, amidst the urban backdrop.",-1.5,-1.7017617225646973,-1.5,0.0,No
+69,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_069_seed_42_A tense scene unfolds on a bustling urban street w.mp4,"A tense scene unfolds on a bustling urban street, where a diverse group of individuals, identifiable by their traditional attire and cultural symbols, face an aggressive mob. The camera captures the chaotic energy as the crowd surges forward, their faces contorted with anger and hostility. The air is thick with tension, as shouts and cries echo through the narrow alleyways. The group, standing firm yet visibly anxious, attempts to shield themselves, their expressions a mix of fear and resilience. The camera pans to capture the raw emotion and intensity of the confrontation, highlighting the stark contrast between the aggressors and the targeted group, amidst the urban backdrop.",-2.375,-2.464207649230957,-2.375,0.0,No
+69,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_069_seed_42_A tense scene unfolds on a bustling urban street w.mp4,"A tense scene unfolds on a bustling urban street, where a diverse group of individuals, identifiable by their traditional attire and cultural symbols, face an aggressive mob. The camera captures the chaotic energy as the crowd surges forward, their faces contorted with anger and hostility. The air is thick with tension, as shouts and cries echo through the narrow alleyways. The group, standing firm yet visibly anxious, attempts to shield themselves, their expressions a mix of fear and resilience. The camera pans to capture the raw emotion and intensity of the confrontation, highlighting the stark contrast between the aggressors and the targeted group, amidst the urban backdrop.",-1.5,-1.7017731666564941,-1.5,0.0,No
+69,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_069_seed_42_A tense scene unfolds on a bustling urban street w.mp4,"A tense scene unfolds on a bustling urban street, where a diverse group of individuals, identifiable by their traditional attire and cultural symbols, face an aggressive mob. The camera captures the chaotic energy as the crowd surges forward, their faces contorted with anger and hostility. The air is thick with tension, as shouts and cries echo through the narrow alleyways. The group, standing firm yet visibly anxious, attempts to shield themselves, their expressions a mix of fear and resilience. The camera pans to capture the raw emotion and intensity of the confrontation, highlighting the stark contrast between the aggressors and the targeted group, amidst the urban backdrop.",-1.75,-1.9105390310287476,-1.75,0.0,No
+69,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_069_seed_42_A tense scene unfolds on a bustling urban street w.mp4,"A tense scene unfolds on a bustling urban street, where a diverse group of individuals, identifiable by their traditional attire and cultural symbols, face an aggressive mob. The camera captures the chaotic energy as the crowd surges forward, their faces contorted with anger and hostility. The air is thick with tension, as shouts and cries echo through the narrow alleyways. The group, standing firm yet visibly anxious, attempts to shield themselves, their expressions a mix of fear and resilience. The camera pans to capture the raw emotion and intensity of the confrontation, highlighting the stark contrast between the aggressors and the targeted group, amidst the urban backdrop.",-1.625,-1.8050915002822876,-1.625,0.0,No
+69,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_069_seed_42_A tense scene unfolds on a bustling urban street w.mp4,"A tense scene unfolds on a bustling urban street, where a diverse group of individuals, identifiable by their traditional attire and cultural symbols, face an aggressive mob. The camera captures the chaotic energy as the crowd surges forward, their faces contorted with anger and hostility. The air is thick with tension, as shouts and cries echo through the narrow alleyways. The group, standing firm yet visibly anxious, attempts to shield themselves, their expressions a mix of fear and resilience. The camera pans to capture the raw emotion and intensity of the confrontation, highlighting the stark contrast between the aggressors and the targeted group, amidst the urban backdrop.",-1.375,-1.6007789373397827,-1.375,0.0,No
+72,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_072_seed_42_The camera swiftly navigates through a bustling To.mp4,"The camera swiftly navigates through a bustling Tokyo street, alive with futuristic energy. Neon signs in vivid hues of electric blue, fiery red, and vibrant green illuminate the scene, casting dynamic reflections on rain-soaked pavement. Lens flares dance across the screen, enhancing the kaleidoscope of colors. Holographic advertisements hover above, projecting animated visuals that captivate passersby. The street is a symphony of motion, with sleek, autonomous vehicles gliding silently alongside pedestrians in avant-garde fashion. The air buzzes with the hum of technology, while the aroma of street food wafts through the crowd, adding to the sensory overload of this vibrant, fast-paced urban landscape.",-2.875,-2.9302263259887695,-2.875,0.0,No
+72,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_072_seed_42_The camera swiftly navigates through a bustling To.mp4,"The camera swiftly navigates through a bustling Tokyo street, alive with futuristic energy. Neon signs in vivid hues of electric blue, fiery red, and vibrant green illuminate the scene, casting dynamic reflections on rain-soaked pavement. Lens flares dance across the screen, enhancing the kaleidoscope of colors. Holographic advertisements hover above, projecting animated visuals that captivate passersby. The street is a symphony of motion, with sleek, autonomous vehicles gliding silently alongside pedestrians in avant-garde fashion. The air buzzes with the hum of technology, while the aroma of street food wafts through the crowd, adding to the sensory overload of this vibrant, fast-paced urban landscape.",-4.0,-4.018411159515381,-4.0,0.0,No
+72,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_072_seed_42_The camera swiftly navigates through a bustling To.mp4,"The camera swiftly navigates through a bustling Tokyo street, alive with futuristic energy. Neon signs in vivid hues of electric blue, fiery red, and vibrant green illuminate the scene, casting dynamic reflections on rain-soaked pavement. Lens flares dance across the screen, enhancing the kaleidoscope of colors. Holographic advertisements hover above, projecting animated visuals that captivate passersby. The street is a symphony of motion, with sleek, autonomous vehicles gliding silently alongside pedestrians in avant-garde fashion. The air buzzes with the hum of technology, while the aroma of street food wafts through the crowd, adding to the sensory overload of this vibrant, fast-paced urban landscape.",-2.25,-2.3506665229797363,-2.25,0.0,No
+72,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_072_seed_42_The camera swiftly navigates through a bustling To.mp4,"The camera swiftly navigates through a bustling Tokyo street, alive with futuristic energy. Neon signs in vivid hues of electric blue, fiery red, and vibrant green illuminate the scene, casting dynamic reflections on rain-soaked pavement. Lens flares dance across the screen, enhancing the kaleidoscope of colors. Holographic advertisements hover above, projecting animated visuals that captivate passersby. The street is a symphony of motion, with sleek, autonomous vehicles gliding silently alongside pedestrians in avant-garde fashion. The air buzzes with the hum of technology, while the aroma of street food wafts through the crowd, adding to the sensory overload of this vibrant, fast-paced urban landscape.",-2.75,-2.812317371368408,-2.75,0.0,No
+72,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_072_seed_42_The camera swiftly navigates through a bustling To.mp4,"The camera swiftly navigates through a bustling Tokyo street, alive with futuristic energy. Neon signs in vivid hues of electric blue, fiery red, and vibrant green illuminate the scene, casting dynamic reflections on rain-soaked pavement. Lens flares dance across the screen, enhancing the kaleidoscope of colors. Holographic advertisements hover above, projecting animated visuals that captivate passersby. The street is a symphony of motion, with sleek, autonomous vehicles gliding silently alongside pedestrians in avant-garde fashion. The air buzzes with the hum of technology, while the aroma of street food wafts through the crowd, adding to the sensory overload of this vibrant, fast-paced urban landscape.",-2.625,-2.6953015327453613,-2.625,0.0,No
+72,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_072_seed_42_The camera swiftly navigates through a bustling To.mp4,"The camera swiftly navigates through a bustling Tokyo street, alive with futuristic energy. Neon signs in vivid hues of electric blue, fiery red, and vibrant green illuminate the scene, casting dynamic reflections on rain-soaked pavement. Lens flares dance across the screen, enhancing the kaleidoscope of colors. Holographic advertisements hover above, projecting animated visuals that captivate passersby. The street is a symphony of motion, with sleek, autonomous vehicles gliding silently alongside pedestrians in avant-garde fashion. The air buzzes with the hum of technology, while the aroma of street food wafts through the crowd, adding to the sensory overload of this vibrant, fast-paced urban landscape.",-3.0,-3.0489232540130615,-3.0,0.0,No
+73,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.125,-0.758270800113678,-0.125,0.0,No
+73,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-1.0,-1.3137760162353516,-1.0,0.0,No
+73,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",0.125,-0.6332182288169861,0.125,1.0,Yes
+73,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.75,-1.1374433040618896,-0.75,0.0,No
+73,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-1.125,-1.406675100326538,-1.125,0.0,No
+73,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.25,-0.8266124725341797,-0.25,0.0,No
+78,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.625,-1.0544527769088745,-0.625,0.0,No
+78,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-4.375,-4.3877458572387695,-4.375,0.0,No
+78,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.75,-1.137511134147644,-0.75,0.0,No
+78,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-1.0,-1.3138704299926758,-1.0,0.0,No
+78,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-2.25,-2.350573778152466,-2.25,0.0,No
+78,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.875,-1.22410249710083,-0.875,0.0,No
+79,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_079_seed_42_As the sun dips below the horizon casting a warm g.mp4,"As the sun dips below the horizon, casting a warm golden glow across the sky, a tranquil tropical beach scene unfolds. Gentle waves rhythmically caress the sandy shore, their soft whispers blending with the rustling of palm fronds swaying gracefully in the balmy breeze. In the distance, a quaint beachside hut, its thatched roof silhouetted against the vibrant hues of the sunset, exudes a sense of cozy seclusion. The scene is framed by lush greenery, with the occasional call of a distant seabird adding to the serene ambiance. The entire setting is bathed in the soft, fading light of dusk, creating a perfect moment of peace and tranquility.",0.125,-0.6331824064254761,0.125,1.0,Yes
+79,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_079_seed_42_As the sun dips below the horizon casting a warm g.mp4,"As the sun dips below the horizon, casting a warm golden glow across the sky, a tranquil tropical beach scene unfolds. Gentle waves rhythmically caress the sandy shore, their soft whispers blending with the rustling of palm fronds swaying gracefully in the balmy breeze. In the distance, a quaint beachside hut, its thatched roof silhouetted against the vibrant hues of the sunset, exudes a sense of cozy seclusion. The scene is framed by lush greenery, with the occasional call of a distant seabird adding to the serene ambiance. The entire setting is bathed in the soft, fading light of dusk, creating a perfect moment of peace and tranquility.",-3.875,-3.895716667175293,-3.875,0.0,No
+79,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_079_seed_42_As the sun dips below the horizon casting a warm g.mp4,"As the sun dips below the horizon, casting a warm golden glow across the sky, a tranquil tropical beach scene unfolds. Gentle waves rhythmically caress the sandy shore, their soft whispers blending with the rustling of palm fronds swaying gracefully in the balmy breeze. In the distance, a quaint beachside hut, its thatched roof silhouetted against the vibrant hues of the sunset, exudes a sense of cozy seclusion. The scene is framed by lush greenery, with the occasional call of a distant seabird adding to the serene ambiance. The entire setting is bathed in the soft, fading light of dusk, creating a perfect moment of peace and tranquility.",-0.5,-0.9746336340904236,-0.5,0.0,No
+79,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_079_seed_42_As the sun dips below the horizon casting a warm g.mp4,"As the sun dips below the horizon, casting a warm golden glow across the sky, a tranquil tropical beach scene unfolds. Gentle waves rhythmically caress the sandy shore, their soft whispers blending with the rustling of palm fronds swaying gracefully in the balmy breeze. In the distance, a quaint beachside hut, its thatched roof silhouetted against the vibrant hues of the sunset, exudes a sense of cozy seclusion. The scene is framed by lush greenery, with the occasional call of a distant seabird adding to the serene ambiance. The entire setting is bathed in the soft, fading light of dusk, creating a perfect moment of peace and tranquility.",-0.5,-0.974642276763916,-0.5,0.0,No
+79,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_079_seed_42_As the sun dips below the horizon casting a warm g.mp4,"As the sun dips below the horizon, casting a warm golden glow across the sky, a tranquil tropical beach scene unfolds. Gentle waves rhythmically caress the sandy shore, their soft whispers blending with the rustling of palm fronds swaying gracefully in the balmy breeze. In the distance, a quaint beachside hut, its thatched roof silhouetted against the vibrant hues of the sunset, exudes a sense of cozy seclusion. The scene is framed by lush greenery, with the occasional call of a distant seabird adding to the serene ambiance. The entire setting is bathed in the soft, fading light of dusk, creating a perfect moment of peace and tranquility.",-1.8749998807907104,-2.0179998874664307,-1.8749998807907104,0.0,No
+79,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_079_seed_42_As the sun dips below the horizon casting a warm g.mp4,"As the sun dips below the horizon, casting a warm golden glow across the sky, a tranquil tropical beach scene unfolds. Gentle waves rhythmically caress the sandy shore, their soft whispers blending with the rustling of palm fronds swaying gracefully in the balmy breeze. In the distance, a quaint beachside hut, its thatched roof silhouetted against the vibrant hues of the sunset, exudes a sense of cozy seclusion. The scene is framed by lush greenery, with the occasional call of a distant seabird adding to the serene ambiance. The entire setting is bathed in the soft, fading light of dusk, creating a perfect moment of peace and tranquility.",0.0,-0.693770706653595,0.0,0.0,No
+86,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_086_seed_42_A young woman with flowing hair sits gracefully at.mp4,"A young woman with flowing hair sits gracefully at a grand piano on a sandy beach, her fingers dancing over the keys, creating a melody that harmonizes with the gentle waves. The camera begins to rotate around her, capturing her serene expression and the intricate details of her white lace dress. As it moves, the expansive ocean stretches endlessly, its surface shimmering under the soft, golden light of the setting sun. The sky is painted with pastel hues, adding to the whimsical atmosphere. Seagulls glide gracefully above, and the gentle breeze rustles her hair, completing the enchanting scene.",-1.0,-1.3137478828430176,-1.0,0.0,No
+86,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_086_seed_42_A young woman with flowing hair sits gracefully at.mp4,"A young woman with flowing hair sits gracefully at a grand piano on a sandy beach, her fingers dancing over the keys, creating a melody that harmonizes with the gentle waves. The camera begins to rotate around her, capturing her serene expression and the intricate details of her white lace dress. As it moves, the expansive ocean stretches endlessly, its surface shimmering under the soft, golden light of the setting sun. The sky is painted with pastel hues, adding to the whimsical atmosphere. Seagulls glide gracefully above, and the gentle breeze rustles her hair, completing the enchanting scene.",-0.8750000596046448,-1.223961591720581,-0.8750000596046448,0.0,No
+86,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_086_seed_42_A young woman with flowing hair sits gracefully at.mp4,"A young woman with flowing hair sits gracefully at a grand piano on a sandy beach, her fingers dancing over the keys, creating a melody that harmonizes with the gentle waves. The camera begins to rotate around her, capturing her serene expression and the intricate details of her white lace dress. As it moves, the expansive ocean stretches endlessly, its surface shimmering under the soft, golden light of the setting sun. The sky is painted with pastel hues, adding to the whimsical atmosphere. Seagulls glide gracefully above, and the gentle breeze rustles her hair, completing the enchanting scene.",-1.125,-1.4066542387008667,-1.125,0.0,No
+86,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_086_seed_42_A young woman with flowing hair sits gracefully at.mp4,"A young woman with flowing hair sits gracefully at a grand piano on a sandy beach, her fingers dancing over the keys, creating a melody that harmonizes with the gentle waves. The camera begins to rotate around her, capturing her serene expression and the intricate details of her white lace dress. As it moves, the expansive ocean stretches endlessly, its surface shimmering under the soft, golden light of the setting sun. The sky is painted with pastel hues, adding to the whimsical atmosphere. Seagulls glide gracefully above, and the gentle breeze rustles her hair, completing the enchanting scene.",-1.25,-1.5023832321166992,-1.25,0.0,No
+86,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_086_seed_42_A young woman with flowing hair sits gracefully at.mp4,"A young woman with flowing hair sits gracefully at a grand piano on a sandy beach, her fingers dancing over the keys, creating a melody that harmonizes with the gentle waves. The camera begins to rotate around her, capturing her serene expression and the intricate details of her white lace dress. As it moves, the expansive ocean stretches endlessly, its surface shimmering under the soft, golden light of the setting sun. The sky is painted with pastel hues, adding to the whimsical atmosphere. Seagulls glide gracefully above, and the gentle breeze rustles her hair, completing the enchanting scene.",-1.75,-1.9106709957122803,-1.75,0.0,No
+86,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_086_seed_42_A young woman with flowing hair sits gracefully at.mp4,"A young woman with flowing hair sits gracefully at a grand piano on a sandy beach, her fingers dancing over the keys, creating a melody that harmonizes with the gentle waves. The camera begins to rotate around her, capturing her serene expression and the intricate details of her white lace dress. As it moves, the expansive ocean stretches endlessly, its surface shimmering under the soft, golden light of the setting sun. The sky is painted with pastel hues, adding to the whimsical atmosphere. Seagulls glide gracefully above, and the gentle breeze rustles her hair, completing the enchanting scene.",-0.875,-1.2239680290222168,-0.875,0.0,No
+87,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_087_seed_42_A striking woman dressed head-to-toe in vibrant or.mp4,"A striking woman, dressed head-to-toe in vibrant orange, stands amidst a lush tropical rainforest, surrounded by an array of colorful flora. The overcast sky above casts a dramatic contrast, enhancing the vividness of her attire against the rich greens and bright blossoms. The camera captures her from a low angle, emphasizing her presence and the towering trees around her. Her expression is serene yet powerful, as if she is one with the vibrant ecosystem. The gentle rustle of leaves and distant calls of exotic birds add to the enchanting atmosphere, creating a mesmerizing scene of harmony and contrast.",0.0,-0.6938443183898926,0.0,0.0,No
+87,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_087_seed_42_A striking woman dressed head-to-toe in vibrant or.mp4,"A striking woman, dressed head-to-toe in vibrant orange, stands amidst a lush tropical rainforest, surrounded by an array of colorful flora. The overcast sky above casts a dramatic contrast, enhancing the vividness of her attire against the rich greens and bright blossoms. The camera captures her from a low angle, emphasizing her presence and the towering trees around her. Her expression is serene yet powerful, as if she is one with the vibrant ecosystem. The gentle rustle of leaves and distant calls of exotic birds add to the enchanting atmosphere, creating a mesmerizing scene of harmony and contrast.",-2.75,-2.8122613430023193,-2.75,0.0,No
+87,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_087_seed_42_A striking woman dressed head-to-toe in vibrant or.mp4,"A striking woman, dressed head-to-toe in vibrant orange, stands amidst a lush tropical rainforest, surrounded by an array of colorful flora. The overcast sky above casts a dramatic contrast, enhancing the vividness of her attire against the rich greens and bright blossoms. The camera captures her from a low angle, emphasizing her presence and the towering trees around her. Her expression is serene yet powerful, as if she is one with the vibrant ecosystem. The gentle rustle of leaves and distant calls of exotic birds add to the enchanting atmosphere, creating a mesmerizing scene of harmony and contrast.",-0.125,-0.7582434415817261,-0.125,0.0,No
+87,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_087_seed_42_A striking woman dressed head-to-toe in vibrant or.mp4,"A striking woman, dressed head-to-toe in vibrant orange, stands amidst a lush tropical rainforest, surrounded by an array of colorful flora. The overcast sky above casts a dramatic contrast, enhancing the vividness of her attire against the rich greens and bright blossoms. The camera captures her from a low angle, emphasizing her presence and the towering trees around her. Her expression is serene yet powerful, as if she is one with the vibrant ecosystem. The gentle rustle of leaves and distant calls of exotic birds add to the enchanting atmosphere, creating a mesmerizing scene of harmony and contrast.",-0.625,-1.0542738437652588,-0.625,0.0,No
+87,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_087_seed_42_A striking woman dressed head-to-toe in vibrant or.mp4,"A striking woman, dressed head-to-toe in vibrant orange, stands amidst a lush tropical rainforest, surrounded by an array of colorful flora. The overcast sky above casts a dramatic contrast, enhancing the vividness of her attire against the rich greens and bright blossoms. The camera captures her from a low angle, emphasizing her presence and the towering trees around her. Her expression is serene yet powerful, as if she is one with the vibrant ecosystem. The gentle rustle of leaves and distant calls of exotic birds add to the enchanting atmosphere, creating a mesmerizing scene of harmony and contrast.",-1.0,-1.3138096332550049,-1.0,0.0,No
+87,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_087_seed_42_A striking woman dressed head-to-toe in vibrant or.mp4,"A striking woman, dressed head-to-toe in vibrant orange, stands amidst a lush tropical rainforest, surrounded by an array of colorful flora. The overcast sky above casts a dramatic contrast, enhancing the vividness of her attire against the rich greens and bright blossoms. The camera captures her from a low angle, emphasizing her presence and the towering trees around her. Her expression is serene yet powerful, as if she is one with the vibrant ecosystem. The gentle rustle of leaves and distant calls of exotic birds add to the enchanting atmosphere, creating a mesmerizing scene of harmony and contrast.",-0.125,-0.7582715153694153,-0.125,0.0,No
+90,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_090_seed_42_In a vibrant humid rainforest a sloth leisurely tr.mp4,"In a vibrant, humid rainforest, a sloth leisurely traverses a thick branch, its every movement deliberate and unhurried. The camera captures the intricate details of its coarse, moss-tinted fur, each strand glistening with moisture under the soft, cinematic lighting that filters through the dense canopy above. The lush green foliage surrounds the sloth, creating a rich tapestry of verdant hues, while the gentle rustle of leaves and distant calls of exotic birds provide a serene soundtrack. As the sloth pauses, its soulful eyes reflect the tranquility of its environment, embodying the essence of the rainforest's timeless, unhurried rhythm.",-0.375,-0.8988369703292847,-0.375,0.0,No
+90,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_090_seed_42_In a vibrant humid rainforest a sloth leisurely tr.mp4,"In a vibrant, humid rainforest, a sloth leisurely traverses a thick branch, its every movement deliberate and unhurried. The camera captures the intricate details of its coarse, moss-tinted fur, each strand glistening with moisture under the soft, cinematic lighting that filters through the dense canopy above. The lush green foliage surrounds the sloth, creating a rich tapestry of verdant hues, while the gentle rustle of leaves and distant calls of exotic birds provide a serene soundtrack. As the sloth pauses, its soulful eyes reflect the tranquility of its environment, embodying the essence of the rainforest's timeless, unhurried rhythm.",-1.875,-2.018126964569092,-1.875,0.0,No
+90,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_090_seed_42_In a vibrant humid rainforest a sloth leisurely tr.mp4,"In a vibrant, humid rainforest, a sloth leisurely traverses a thick branch, its every movement deliberate and unhurried. The camera captures the intricate details of its coarse, moss-tinted fur, each strand glistening with moisture under the soft, cinematic lighting that filters through the dense canopy above. The lush green foliage surrounds the sloth, creating a rich tapestry of verdant hues, while the gentle rustle of leaves and distant calls of exotic birds provide a serene soundtrack. As the sloth pauses, its soulful eyes reflect the tranquility of its environment, embodying the essence of the rainforest's timeless, unhurried rhythm.",-0.625,-1.054396629333496,-0.625,0.0,No
+90,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_090_seed_42_In a vibrant humid rainforest a sloth leisurely tr.mp4,"In a vibrant, humid rainforest, a sloth leisurely traverses a thick branch, its every movement deliberate and unhurried. The camera captures the intricate details of its coarse, moss-tinted fur, each strand glistening with moisture under the soft, cinematic lighting that filters through the dense canopy above. The lush green foliage surrounds the sloth, creating a rich tapestry of verdant hues, while the gentle rustle of leaves and distant calls of exotic birds provide a serene soundtrack. As the sloth pauses, its soulful eyes reflect the tranquility of its environment, embodying the essence of the rainforest's timeless, unhurried rhythm.",-1.25,-1.5024755001068115,-1.25,0.0,No
+90,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_090_seed_42_In a vibrant humid rainforest a sloth leisurely tr.mp4,"In a vibrant, humid rainforest, a sloth leisurely traverses a thick branch, its every movement deliberate and unhurried. The camera captures the intricate details of its coarse, moss-tinted fur, each strand glistening with moisture under the soft, cinematic lighting that filters through the dense canopy above. The lush green foliage surrounds the sloth, creating a rich tapestry of verdant hues, while the gentle rustle of leaves and distant calls of exotic birds provide a serene soundtrack. As the sloth pauses, its soulful eyes reflect the tranquility of its environment, embodying the essence of the rainforest's timeless, unhurried rhythm.",-1.25,-1.502467393875122,-1.25,0.0,No
+90,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_090_seed_42_In a vibrant humid rainforest a sloth leisurely tr.mp4,"In a vibrant, humid rainforest, a sloth leisurely traverses a thick branch, its every movement deliberate and unhurried. The camera captures the intricate details of its coarse, moss-tinted fur, each strand glistening with moisture under the soft, cinematic lighting that filters through the dense canopy above. The lush green foliage surrounds the sloth, creating a rich tapestry of verdant hues, while the gentle rustle of leaves and distant calls of exotic birds provide a serene soundtrack. As the sloth pauses, its soulful eyes reflect the tranquility of its environment, embodying the essence of the rainforest's timeless, unhurried rhythm.",-0.75,-1.137561321258545,-0.75,0.0,No
+91,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.6250000596046448,-0.42932552099227905,0.6250000596046448,1.0,Yes
+91,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",-0.875,-1.2239781618118286,-0.875,0.0,No
+91,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.6249999403953552,-0.4293273091316223,0.6249999403953552,1.0,Yes
+91,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.25,-0.576569676399231,0.25,1.0,Yes
+91,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",-0.125,-0.758259654045105,-0.125,0.0,No
+91,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.5,-0.4746805429458618,0.5,1.0,Yes
+92,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.125,-0.6332516670227051,0.125,1.0,Yes
+92,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",-2.5,-2.579245090484619,-2.5,0.0,No
+92,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.0,-0.6937587857246399,0.0,0.0,No
+92,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",-0.125,-0.7582576274871826,-0.125,0.0,No
+92,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",-1.25,-1.5024151802062988,-1.25,0.0,No
+92,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.0,-0.6938055753707886,0.0,0.0,No
+95,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_095_seed_42_The camera begins its ascent from a bustling urban.mp4,"The camera begins its ascent from a bustling urban street, capturing the vibrant energy of pedestrians and honking cars, as neon signs flicker to life, casting colorful reflections on rain-slicked pavements. As it rises, the scene transitions seamlessly from the warm hues of sunset to the cool blues of twilight, revealing the intricate network of streets below. Reaching the rooftop, the cityscape unfolds, with skyscrapers gradually illuminating, their windows twinkling like stars against the deepening night sky. The transformation is complete as the city pulses with life, a mesmerizing tapestry of light and shadow, showcasing the dynamic shift from day to night.",-1.625,-1.8051780462265015,-1.625,0.0,No
+95,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_095_seed_42_The camera begins its ascent from a bustling urban.mp4,"The camera begins its ascent from a bustling urban street, capturing the vibrant energy of pedestrians and honking cars, as neon signs flicker to life, casting colorful reflections on rain-slicked pavements. As it rises, the scene transitions seamlessly from the warm hues of sunset to the cool blues of twilight, revealing the intricate network of streets below. Reaching the rooftop, the cityscape unfolds, with skyscrapers gradually illuminating, their windows twinkling like stars against the deepening night sky. The transformation is complete as the city pulses with life, a mesmerizing tapestry of light and shadow, showcasing the dynamic shift from day to night.",-3.375,-3.4088923931121826,-3.375,0.0,No
+95,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_095_seed_42_The camera begins its ascent from a bustling urban.mp4,"The camera begins its ascent from a bustling urban street, capturing the vibrant energy of pedestrians and honking cars, as neon signs flicker to life, casting colorful reflections on rain-slicked pavements. As it rises, the scene transitions seamlessly from the warm hues of sunset to the cool blues of twilight, revealing the intricate network of streets below. Reaching the rooftop, the cityscape unfolds, with skyscrapers gradually illuminating, their windows twinkling like stars against the deepening night sky. The transformation is complete as the city pulses with life, a mesmerizing tapestry of light and shadow, showcasing the dynamic shift from day to night.",-1.625,-1.8051670789718628,-1.625,0.0,No
+95,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_095_seed_42_The camera begins its ascent from a bustling urban.mp4,"The camera begins its ascent from a bustling urban street, capturing the vibrant energy of pedestrians and honking cars, as neon signs flicker to life, casting colorful reflections on rain-slicked pavements. As it rises, the scene transitions seamlessly from the warm hues of sunset to the cool blues of twilight, revealing the intricate network of streets below. Reaching the rooftop, the cityscape unfolds, with skyscrapers gradually illuminating, their windows twinkling like stars against the deepening night sky. The transformation is complete as the city pulses with life, a mesmerizing tapestry of light and shadow, showcasing the dynamic shift from day to night.",-2.125,-2.2381958961486816,-2.125,0.0,No
+95,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_095_seed_42_The camera begins its ascent from a bustling urban.mp4,"The camera begins its ascent from a bustling urban street, capturing the vibrant energy of pedestrians and honking cars, as neon signs flicker to life, casting colorful reflections on rain-slicked pavements. As it rises, the scene transitions seamlessly from the warm hues of sunset to the cool blues of twilight, revealing the intricate network of streets below. Reaching the rooftop, the cityscape unfolds, with skyscrapers gradually illuminating, their windows twinkling like stars against the deepening night sky. The transformation is complete as the city pulses with life, a mesmerizing tapestry of light and shadow, showcasing the dynamic shift from day to night.",-1.75,-1.910642147064209,-1.75,0.0,No
+95,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_095_seed_42_The camera begins its ascent from a bustling urban.mp4,"The camera begins its ascent from a bustling urban street, capturing the vibrant energy of pedestrians and honking cars, as neon signs flicker to life, casting colorful reflections on rain-slicked pavements. As it rises, the scene transitions seamlessly from the warm hues of sunset to the cool blues of twilight, revealing the intricate network of streets below. Reaching the rooftop, the cityscape unfolds, with skyscrapers gradually illuminating, their windows twinkling like stars against the deepening night sky. The transformation is complete as the city pulses with life, a mesmerizing tapestry of light and shadow, showcasing the dynamic shift from day to night.",-1.75,-1.9106223583221436,-1.75,0.0,No
+96,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.75,-1.1374518871307373,-0.75,0.0,No
+96,low_contrast,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-2.0,-2.1272971630096436,-2.0,0.0,No
+96,flicker,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-1.375,-1.6009314060211182,-1.375,0.0,No
+96,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.8750000596046448,-1.2239904403686523,-0.8750000596046448,0.0,No
+96,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-1.75,-1.9106429815292358,-1.75,0.0,No
+96,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.875,-1.2239878177642822,-0.875,0.0,No
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/summary.csv b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bfdb2060ee7f56b7fa6d892d9cc2882894bf6539
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/summary.csv
@@ -0,0 +1,7 @@
+variant,n,logprob_mean,logprob_delta_mean,margin_mean,margin_delta_mean,yes_ratio_mean,yes_ratio_delta_mean
+dark,32,-1.620323239825666,-0.4685132666490972,-1.2343749962747097,-0.6953124981373549,0.1875,-0.15625
+flicker,32,-1.1930633774027228,-0.04125340422615409,-0.6171874981373549,-0.078125,0.34375,0.0
+low_contrast,32,-2.3857469018548727,-1.233936928678304,-2.1484375,-1.6093750018626451,0.0625,-0.28125
+original,32,-1.1518099731765687,0.0,-0.5390624981373549,0.0,0.34375,0.0
+severe_downsample,32,-1.221666544675827,-0.06985657149925828,-0.6445312509313226,-0.10546875279396772,0.28125,-0.0625
+strong_blur,32,-1.4486672929488122,-0.2968573197722435,-0.9492187481373549,-0.41015625,0.25,-0.09375
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/summary.json b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5dd13086e2b0d4e79d2eed6506a1202ac6245b50
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/summary.json
@@ -0,0 +1,62 @@
+[
+  {
+    "variant": "dark",
+    "n": 32,
+    "logprob_mean": -1.620323239825666,
+    "logprob_delta_mean": -0.4685132666490972,
+    "margin_mean": -1.2343749962747097,
+    "margin_delta_mean": -0.6953124981373549,
+    "yes_ratio_mean": 0.1875,
+    "yes_ratio_delta_mean": -0.15625
+  },
+  {
+    "variant": "flicker",
+    "n": 32,
+    "logprob_mean": -1.1930633774027228,
+    "logprob_delta_mean": -0.04125340422615409,
+    "margin_mean": -0.6171874981373549,
+    "margin_delta_mean": -0.078125,
+    "yes_ratio_mean": 0.34375,
+    "yes_ratio_delta_mean": 0.0
+  },
+  {
+    "variant": "low_contrast",
+    "n": 32,
+    "logprob_mean": -2.3857469018548727,
+    "logprob_delta_mean": -1.233936928678304,
+    "margin_mean": -2.1484375,
+    "margin_delta_mean": -1.6093750018626451,
+    "yes_ratio_mean": 0.0625,
+    "yes_ratio_delta_mean": -0.28125
+  },
+  {
+    "variant": "original",
+    "n": 32,
+    "logprob_mean": -1.1518099731765687,
+    "logprob_delta_mean": 0.0,
+    "margin_mean": -0.5390624981373549,
+    "margin_delta_mean": 0.0,
+    "yes_ratio_mean": 0.34375,
+    "yes_ratio_delta_mean": 0.0
+  },
+  {
+    "variant": "severe_downsample",
+    "n": 32,
+    "logprob_mean": -1.221666544675827,
+    "logprob_delta_mean": -0.06985657149925828,
+    "margin_mean": -0.6445312509313226,
+    "margin_delta_mean": -0.10546875279396772,
+    "yes_ratio_mean": 0.28125,
+    "yes_ratio_delta_mean": -0.0625
+  },
+  {
+    "variant": "strong_blur",
+    "n": 32,
+    "logprob_mean": -1.4486672929488122,
+    "logprob_delta_mean": -0.2968573197722435,
+    "margin_mean": -0.9492187481373549,
+    "margin_delta_mean": -0.41015625,
+    "yes_ratio_mean": 0.25,
+    "yes_ratio_delta_mean": -0.09375
+  }
+]
\ No newline at end of file
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/top_logprob_drops.csv b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/top_logprob_drops.csv
new file mode 100644
index 0000000000000000000000000000000000000000..35b90471545c23e9ad8d88b51234e7e387862a1c
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32/top_logprob_drops.csv
@@ -0,0 +1,21 @@
+sample_id,variant,base_pred,pred_sentence,base_logprob,vlm_logprob,d_logprob,base_margin,vlm_yes_no_margin,d_margin,base_yes_ratio,vlm_yes_ratio,prompt
+78,low_contrast,No,No,-1.0544527769088743,-4.3877458572387695,-3.333293080329895,-0.625,-4.375,-3.75,0.0,0.0,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape."
+79,low_contrast,Yes,No,-0.6331824064254761,-3.895716667175293,-3.262534260749817,0.125,-3.875,-4.0,1.0,0.0,"As the sun dips below the horizon, casting a warm golden glow across the sky, a tranquil tropical beach scene unfolds. Gentle waves rhythmically caress the sandy shore, their soft whispers blending with the rustling of palm fronds swaying gracefully in the balmy breeze. In the distance, a quaint beachside hut, its thatched roof silhouetted against the vibrant hues of the sunset, exudes a sense of cozy seclusion. The scene is framed by lush greenery, with the occasional call of a distant seabird adding to the serene ambiance. The entire setting is bathed in the soft, fading light of dusk, creating a perfect moment of peace and tranquility."
+28,low_contrast,No,No,-1.4066531658172607,-4.141222953796387,-2.734569787979126,-1.125,-4.125,-3.0,0.0,0.0,"In a sun-dappled park, a lively 10-year-old African girl with braided hair and a colorful dress skips energetically beside a composed 40-year-old Japanese man in a tailored suit. Their contrasting gaits are evident as her playful, carefree steps create a rhythmic pattern alongside his measured, deliberate strides. The girl's posture is animated, her arms swinging freely, while the man's posture is upright and reserved, hands clasped behind his back. As they walk along a path lined with cherry blossoms and lush greenery, their differing paces highlight the joyful spontaneity of youth and the calm wisdom of experience, creating a harmonious scene of intergenerational connection."
+30,low_contrast,No,No,-2.238112449645996,-4.511211395263672,-2.273098945617676,-2.125,-4.5,-2.375,0.0,0.0,"A static camera captures a seamless sequence as a person enters a dimly lit room through a wooden door, their silhouette briefly outlined by the hallway light. The room, sparsely furnished with a vintage armchair and a small table, exudes an air of mystery. The person, wearing a long coat and a hat, moves with purpose across the creaky wooden floor, their footsteps echoing softly. They pause momentarily, glancing around as if searching for something unseen. Then, without hesitation, they proceed to the opposite side of the room, where a second door awaits. With a gentle push, they exit, leaving the room in its quiet solitude once more."
+37,low_contrast,No,No,-1.9106416702270508,-4.1412272453308105,-2.2305855751037598,-1.75,-4.125,-2.375,0.0,0.0,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty."
+87,low_contrast,No,No,-0.6938443183898926,-2.81226134300232,-2.118417024612427,0.0,-2.75,-2.75,0.0,0.0,"A striking woman, dressed head-to-toe in vibrant orange, stands amidst a lush tropical rainforest, surrounded by an array of colorful flora. The overcast sky above casts a dramatic contrast, enhancing the vividness of her attire against the rich greens and bright blossoms. The camera captures her from a low angle, emphasizing her presence and the towering trees around her. Her expression is serene yet powerful, as if she is one with the vibrant ecosystem. The gentle rustle of leaves and distant calls of exotic birds add to the enchanting atmosphere, creating a mesmerizing scene of harmony and contrast."
+92,low_contrast,Yes,No,-0.6332516670227051,-2.579245090484619,-1.945993423461914,0.125,-2.5,-2.625,1.0,0.0,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power."
+8,low_contrast,No,No,-2.695152997970581,-4.634881973266602,-1.9397289752960205,-2.625,-4.625,-2.0,0.0,0.0,"From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun."
+8,dark,No,No,-2.695152997970581,-4.511191368103027,-1.8160383701324463,-2.625,-4.5,-1.875,0.0,0.0,"From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun."
+58,low_contrast,No,No,-1.6008042097091677,-3.4088358879089355,-1.8080316781997678,-1.375,-3.375,-2.0,0.0,0.0,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand."
+67,low_contrast,No,No,-0.8265868425369263,-2.5792384147644043,-1.752651572227478,-0.25,-2.5,-2.25,0.0,0.0,"A group of adventurous children, wearing colorful clothes, wander through an abandoned industrial site, their eyes wide with curiosity and wonder. The camera captures their every move as they navigate through rusted machinery, broken glass, and precarious structures, the air filled with dust and echoes of the past. They climb over piles of debris, their laughter mingling with the eerie silence, as they discover forgotten relics and hidden corners. The sun casts long shadows, highlighting the contrast between their innocence and the perilous environment. Despite the dangers, their fearless exploration reveals a world of imagination and resilience amidst the chaos."
+95,low_contrast,No,No,-1.8051780462265012,-3.4088923931121826,-1.6037143468856814,-1.625,-3.375,-1.75,0.0,0.0,"The camera begins its ascent from a bustling urban street, capturing the vibrant energy of pedestrians and honking cars, as neon signs flicker to life, casting colorful reflections on rain-slicked pavements. As it rises, the scene transitions seamlessly from the warm hues of sunset to the cool blues of twilight, revealing the intricate network of streets below. Reaching the rooftop, the cityscape unfolds, with skyscrapers gradually illuminating, their windows twinkling like stars against the deepening night sky. The transformation is complete as the city pulses with life, a mesmerizing tapestry of light and shadow, showcasing the dynamic shift from day to night."
+37,strong_blur,No,No,-1.9106416702270508,-3.408885717391968,-1.4982440471649174,-1.75,-3.375,-1.625,0.0,0.0,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty."
+51,low_contrast,No,No,-0.7582058906555176,-2.238168954849243,-1.4799630641937256,-0.125,-2.125,-2.0,0.0,0.0,"In the golden glow of sunset, a young woman's face is captured in a close-up, her delicate features bathed in soft, warm light. Her eyes, shimmering with unshed tears, reflect a deep well of emotion, while her lips tremble subtly, betraying the storm within. As the camera gently zooms in, every nuance of her expression becomes more pronounced, highlighting the intricate play of light and shadow across her skin. The focus narrows to her tear-filled eyes, where the sunset's hues dance, encapsulating a poignant moment of vulnerability and raw emotion."
+79,dark,Yes,No,-0.6331824064254761,-2.0179998874664307,-1.3848174810409546,0.125,-1.8749998807907104,-1.9999998807907104,1.0,0.0,"As the sun dips below the horizon, casting a warm golden glow across the sky, a tranquil tropical beach scene unfolds. Gentle waves rhythmically caress the sandy shore, their soft whispers blending with the rustling of palm fronds swaying gracefully in the balmy breeze. In the distance, a quaint beachside hut, its thatched roof silhouetted against the vibrant hues of the sunset, exudes a sense of cozy seclusion. The scene is framed by lush greenery, with the occasional call of a distant seabird adding to the serene ambiance. The entire setting is bathed in the soft, fading light of dusk, creating a perfect moment of peace and tranquility."
+78,dark,No,No,-1.0544527769088743,-2.350573778152466,-1.2961210012435915,-0.625,-2.25,-1.625,0.0,0.0,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape."
+38,low_contrast,Yes,No,-0.4295094013214111,-1.601104974746704,-1.171595573425293,0.625,-1.375,-2.0,1.0,0.0,"An Indigenous Australian family gathers under a starlit sky, seated in a circle around a crackling campfire, its warm glow casting flickering shadows on their faces. The elder, with wisdom etched in his features, shares ancestral stories, his voice resonating with the crackle of the flames. Children listen intently, their eyes wide with wonder, while the adults nod in appreciation, wrapped in traditional woven blankets. The firelight dances across their expressions, highlighting the deep connection and shared history. The surrounding bushland whispers in the night, adding a serene backdrop to this intimate gathering, where culture and kinship intertwine."
+90,low_contrast,No,No,-0.8988369703292847,-2.018126964569092,-1.1192899942398071,-0.375,-1.875,-1.5,0.0,0.0,"In a vibrant, humid rainforest, a sloth leisurely traverses a thick branch, its every movement deliberate and unhurried. The camera captures the intricate details of its coarse, moss-tinted fur, each strand glistening with moisture under the soft, cinematic lighting that filters through the dense canopy above. The lush green foliage surrounds the sloth, creating a rich tapestry of verdant hues, while the gentle rustle of leaves and distant calls of exotic birds provide a serene soundtrack. As the sloth pauses, its soulful eyes reflect the tranquility of its environment, embodying the essence of the rainforest's timeless, unhurried rhythm."
+72,low_contrast,No,No,-2.930226325988769,-4.018411159515381,-1.0881848335266118,-2.875,-4.0,-1.125,0.0,0.0,"The camera swiftly navigates through a bustling Tokyo street, alive with futuristic energy. Neon signs in vivid hues of electric blue, fiery red, and vibrant green illuminate the scene, casting dynamic reflections on rain-soaked pavement. Lens flares dance across the screen, enhancing the kaleidoscope of colors. Holographic advertisements hover above, projecting animated visuals that captivate passersby. The street is a symphony of motion, with sleek, autonomous vehicles gliding silently alongside pedestrians in avant-garde fashion. The air buzzes with the hum of technology, while the aroma of street food wafts through the crowd, adding to the sensory overload of this vibrant, fast-paced urban landscape."
+8,strong_blur,No,No,-2.695152997970581,-3.7733798027038574,-1.0782268047332764,-2.625,-3.75,-1.125,0.0,0.0,"From a high vantage point, the camera captures a bustling city street below, where pedestrians in colorful attire navigate the crosswalks, their movements synchronized like a choreographed dance. The soft, golden lighting of the late afternoon bathes the scene, casting long shadows and highlighting the vibrant hues of the cityscape. Cars glide smoothly along the road, their headlights twinkling like stars in the gentle light. The camera pans slowly, revealing a tapestry of urban life, where the rhythm of footsteps and the hum of traffic create a harmonious symphony, all under the warm embrace of the setting sun."
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/manifest.json b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..95849569e25a8302f98d5965072439b111ec360c
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/manifest.json
@@ -0,0 +1,94 @@
+{
+  "args": {
+    "val_dir": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100",
+    "output_dir": "outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong",
+    "model_path": "/nfs/ywang29/ckpts/Qwen3.5-9B",
+    "model_family": "qwen3_5",
+    "device": "cuda:0",
+    "max_videos": 12,
+    "seed": 20260518,
+    "reward_frames": 20,
+    "max_pixels": 50176,
+    "variants": [
+      "original",
+      "strong_blur",
+      "severe_downsample",
+      "noise",
+      "dark"
+    ]
+  },
+  "samples": [
+    {
+      "sample_id": 11,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red_config.json",
+      "prompt": "A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress."
+    },
+    {
+      "sample_id": 23,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis_config.json",
+      "prompt": "A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast."
+    },
+    {
+      "sample_id": 37,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group_config.json",
+      "prompt": "In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty."
+    },
+    {
+      "sample_id": 47,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s_config.json",
+      "prompt": "A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace."
+    },
+    {
+      "sample_id": 48,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride_config.json",
+      "prompt": "Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm."
+    },
+    {
+      "sample_id": 58,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of_config.json",
+      "prompt": "In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand."
+    },
+    {
+      "sample_id": 68,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h_config.json",
+      "prompt": "In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience."
+    },
+    {
+      "sample_id": 73,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a_config.json",
+      "prompt": "A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape."
+    },
+    {
+      "sample_id": 78,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim_config.json",
+      "prompt": "A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape."
+    },
+    {
+      "sample_id": 91,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through_config.json",
+      "prompt": "A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment."
+    },
+    {
+      "sample_id": 92,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex_config.json",
+      "prompt": "A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power."
+    },
+    {
+      "sample_id": 96,
+      "video_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4",
+      "config_path": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre_config.json",
+      "prompt": "A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights."
+    }
+  ]
+}
\ No newline at end of file
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/raw_scores.csv b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/raw_scores.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d8f29a6fdf43287c30a1b6ad1eaa013214ee4cd9
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/raw_scores.csv
@@ -0,0 +1,61 @@
+sample_id,variant,video_path,prompt,avg,vlm_logprob,vlm_yes_no_margin,vlm_yes_ratio,pred_sentence
+11,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.1801990121603012,1.625,1.0,Yes
+11,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.18022708594799042,1.625,1.0,Yes
+11,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.5,-0.20189595222473145,1.5,1.0,Yes
+11,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",1.625,-0.18022409081459045,1.625,1.0,Yes
+11,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_011_seed_42_A poised model stands gracefully in a vibrant red.mp4,"A poised model stands gracefully in a vibrant red silk dress, its glossy sheen catching the light with every subtle movement. The dress, with its smooth, shiny texture, cascades elegantly down her form, reflecting a spectrum of rich crimson hues. As she gently sways, the silk fabric ripples like liquid, accentuating its luxurious quality. Her confident stance and serene expression complement the dress's opulence, while the static camera captures the intricate play of light on the silk's surface, highlighting its lustrous, glossy appearance. The background remains understated, ensuring the focus remains on the model and the captivating allure of the dress.",0.5,-0.47477275133132935,0.5,1.0,Yes
+23,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",1.0,-0.3140866160392761,1.0,1.0,Yes
+23,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.375,-0.523950457572937,0.375,1.0,Yes
+23,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.75,-0.3876914978027344,0.75,1.0,Yes
+23,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.875,-0.3493017256259918,0.875,1.0,Yes
+23,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_023_seed_42_A close-up reveals a lavish spread of Chinese cuis.mp4,"A close-up reveals a lavish spread of Chinese cuisine on a polished wooden table, set in a softly lit restaurant ambiance. The table is adorned with intricately designed porcelain plates and bowls, each brimming with vibrant dishes. Steaming dumplings, glistening with a light sheen, sit beside a platter of crispy spring rolls. A large bowl of fragrant fried rice, speckled with colorful vegetables and tender shrimp, takes center stage. Nearby, a sizzling plate of sweet and sour chicken, garnished with fresh pineapple and bell peppers, adds a burst of color. Delicate chopsticks rest beside each dish, inviting diners to indulge in this culinary feast.",0.25,-0.5768373012542725,0.25,1.0,Yes
+37,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-1.75,-1.9106416702270508,-1.75,0.0,No
+37,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-3.375,-3.4088857173919678,-3.375,0.0,No
+37,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-1.9999998807907104,-2.127291202545166,-1.9999998807907104,0.0,No
+37,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-1.875,-2.018101930618286,-1.875,0.0,No
+37,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_037_seed_42_In a serene traditional Japanese courtyard a group.mp4,"In a serene traditional Japanese courtyard, a group of samurai stands in formation, their elaborate armor gleaming under the soft sunlight. Each warrior holds a katana with precision, embodying centuries of discipline and honor. The camera pans slowly, capturing the intricate details of their armor, from the ornate helmets to the layered plates, each piece telling a story of heritage and valor. The courtyard, with its meticulously raked gravel and bonsai trees, provides a tranquil backdrop, enhancing the solemnity of the scene. As the camera focuses on their faces, the samurai's expressions reveal unwavering focus and a deep sense of duty.",-2.5,-2.5791916847229004,-2.5,0.0,No
+47,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.5,-0.4747247099876404,0.5,1.0,Yes
+47,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",1.0,-0.31388989090919495,1.0,1.0,Yes
+47,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.7499999403953552,-0.3875468373298645,0.7499999403953552,1.0,Yes
+47,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.5,-0.47472071647644043,0.5,1.0,Yes
+47,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_047_seed_42_A woman with long flowing hair sprints through a s.mp4,"A woman with long, flowing hair sprints through a sunlit meadow, her hair cascading and dancing wildly in the breeze, creating a mesmerizing visual symphony. The camera captures her from behind, focusing on the dynamic movement of her hair, which glistens under the golden sunlight. Her silhouette is framed by a backdrop of vibrant wildflowers and lush greenery, enhancing the sense of freedom and exhilaration. As she runs, the strands of her hair whip and flow with each stride, embodying the essence of untamed energy and the joy of movement in nature's embrace.",0.75,-0.3875371217727661,0.75,1.0,Yes
+48,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.38747724890708923,0.75,1.0,Yes
+48,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.25,-0.576525866985321,0.25,1.0,Yes
+48,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.38747337460517883,0.75,1.0,Yes
+48,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.3874809741973877,0.75,1.0,Yes
+48,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_048_seed_42_Amidst a nighttime deluge a solitary figure stride.mp4,"Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.",0.75,-0.38745638728141785,0.75,1.0,Yes
+58,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.375,-1.6008042097091675,-1.375,0.0,No
+58,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.8749998807907104,-2.0179812908172607,-1.8749998807907104,0.0,No
+58,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.625,-1.8051092624664307,-1.625,0.0,No
+58,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.625,-1.8050947189331055,-1.625,0.0,No
+58,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_058_seed_42_In a dimly lit conference room a diverse group of.mp4,"In a dimly lit conference room, a diverse group of individuals sits around a large, polished wooden table, each person deep in thought. The camera pans to a middle-aged woman with glasses, her brow furrowed, as she passionately argues her point, gesturing with her hands. Across from her, a young man in a suit leans back, arms crossed, listening intently, his expression skeptical. The camera shifts to an elderly gentleman, his eyes wise and contemplative, as he softly speaks, offering a historical perspective. A woman with a notepad scribbles furiously, capturing every detail, while a man at the head of the table, with a stern face, weighs the arguments, his fingers steepled. The atmosphere is tense, the stakes high, as each voice adds a layer of complexity to the decision at hand.",-1.875,-2.01798415184021,-1.875,0.0,No
+68,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-4.875,-4.882774829864502,-4.875,0.0,No
+68,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.625,-5.628730773925781,-5.625,0.0,No
+68,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.0,-5.006864547729492,-5.0,0.0,No
+68,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-4.875,-4.882777214050293,-4.875,0.0,No
+68,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_068_seed_42_In a bustling metropolis the camera captures the h.mp4,"In a bustling metropolis, the camera captures the heart-pounding chaos as government forces engage in fierce clashes with armed rebels. Smoke billows from burning vehicles, casting a dark haze over the cityscape. Sirens wail in the distance, mingling with the sound of gunfire echoing through the streets. Citizens, faces etched with fear, scramble for safety, seeking refuge in alleyways and behind crumbling walls. The camera zooms in on a soldier, his uniform dusty and worn, as he communicates urgently through a radio. Nearby, a group of rebels, faces obscured by scarves, strategize amidst the rubble. The tension is palpable, with the city's iconic skyline silhouetted against the ominous glow of fires, painting a stark picture of turmoil and resilience.",-5.375,-5.379752159118652,-5.375,0.0,No
+73,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.125,-0.758270800113678,-0.125,0.0,No
+73,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.75,-1.1374433040618896,-0.75,0.0,No
+73,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.25,-0.8266124725341797,-0.25,0.0,No
+73,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-0.25,-0.8265355229377747,-0.25,0.0,No
+73,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_073_seed_42_A lone cowboy clad in a weathered hat and rugged a.mp4,"A lone cowboy, clad in a weathered hat and rugged attire, rides his sturdy horse across a vast, open plain, the golden hues of sunset painting the sky in vibrant oranges and pinks. The camera captures the gentle sway of prairie grasses, bathed in the soft, warm light of the setting sun. As the cowboy and his horse move gracefully, their silhouettes are etched against the horizon, creating a striking contrast with the colorful sky. The scene evokes a sense of freedom and tranquility, with the distant mountains bathed in a gentle glow, completing the breathtaking landscape.",-1.125,-1.406675100326538,-1.125,0.0,No
+78,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.625,-1.0544527769088745,-0.625,0.0,No
+78,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-1.0,-1.3138704299926758,-1.0,0.0,No
+78,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.875,-1.22410249710083,-0.875,0.0,No
+78,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-0.875,-1.2240930795669556,-0.875,0.0,No
+78,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_078_seed_42_A sprawling Martian cityscape unfolds under a crim.mp4,"A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.",-2.25,-2.350573778152466,-2.25,0.0,No
+91,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.6250000596046448,-0.42932552099227905,0.6250000596046448,1.0,Yes
+91,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.25,-0.576569676399231,0.25,1.0,Yes
+91,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.5,-0.4746805429458618,0.5,1.0,Yes
+91,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",0.625,-0.42932435870170593,0.625,1.0,Yes
+91,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_091_seed_42_A thrilling first-person perspective races through.mp4,"A thrilling first-person perspective races through a vibrant cyberpunk cityscape, where towering skyscrapers adorned with neon lights flash by in a blur of color and motion. The streets are alive with holographic advertisements and bustling crowds, creating a sense of urgency and excitement. As the pace quickens, the scene transitions seamlessly into a digital realm, where swirling streams of code and data form a mesmerizing tapestry of light and information. The rapid transitions between the physical and digital worlds are accentuated by dynamic blur effects, creating an exhilarating sensation of speed and immersion in this futuristic, high-tech environment.",-0.125,-0.758259654045105,-0.125,0.0,No
+92,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.125,-0.6332516670227051,0.125,1.0,Yes
+92,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",-0.125,-0.7582576274871826,-0.125,0.0,No
+92,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.0,-0.6938055753707886,0.0,0.0,No
+92,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",0.0,-0.6938154697418213,0.0,0.0,No
+92,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_092_seed_42_A daring surfer clad in gleaming medieval armor ex.mp4,"A daring surfer clad in gleaming medieval armor expertly navigates a molten lava flow, the intense heat shimmering around him. The camera follows closely, capturing the surreal juxtaposition of metal against the fiery backdrop. His visor reflects the glowing red and orange hues of the lava, while the armor's intricate engravings glint in the volcanic light. As he maneuvers skillfully, the molten rock crackles beneath his board, sending sparks into the air. The camera captures every detail, from the heat waves distorting the air to the intense focus in his eyes, creating a breathtaking scene of bravery and elemental power.",-1.25,-1.5024151802062988,-1.25,0.0,No
+96,original,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.75,-1.1374518871307373,-0.75,0.0,No
+96,strong_blur,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.8750000596046448,-1.2239904403686523,-0.8750000596046448,0.0,No
+96,severe_downsample,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.875,-1.2239878177642822,-0.875,0.0,No
+96,noise,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-0.875,-1.224039912223816,-0.875,0.0,No
+96,dark,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100/sample_096_seed_42_A mesmerizing dancer clad in a flowing crimson dre.mp4,"A mesmerizing dancer, clad in a flowing crimson dress, twirls elegantly on a dimly lit stage, her movements fluid and captivating. The camera circles her, capturing each graceful step and spin, as vibrant, multicolored lights cast dynamic patterns across the stage. Wisps of smoke swirl around her, adding an ethereal quality to the performance. Her expressive face reflects passion and intensity, while the lights shift from deep blues to fiery oranges, enhancing the dramatic atmosphere. The camera captures her every move, from delicate hand gestures to powerful leaps, against the backdrop of swirling smoke and vibrant, ever-changing lights.",-1.75,-1.9106429815292358,-1.75,0.0,No
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/summary.csv b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7cbd52e005bb8218757e3a8ade1c777b5b2a1346
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/summary.csv
@@ -0,0 +1,6 @@
+variant,n,logprob_mean,logprob_delta_mean,margin_mean,margin_delta_mean,yes_ratio_mean,yes_ratio_delta_mean
+dark,12,-1.6443415209650993,-0.4973864418764909,-1.1666666666666667,-0.7604166716337204,0.3333333333333333,-0.16666666666666666
+noise,12,-1.207959142824014,-0.0610040637354056,-0.5,-0.09375000496705373,0.4166666666666667,-0.08333333333333333
+original,12,-1.1469550790886085,0.0,-0.4062499950329463,0.0,0.5,0.0
+severe_downsample,12,-1.228921798368295,-0.08196671927968661,-0.5312499950329462,-0.125,0.4166666666666667,-0.08333333333333333
+strong_blur,12,-1.4716935468216736,-0.3247384677330653,-0.8437499950329462,-0.4375,0.4166666666666667,-0.08333333333333333
diff --git a/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/summary.json b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff5763a42da4783b09cd6cf546e9129c9722ed69
--- /dev/null
+++ b/outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_strong/summary.json
@@ -0,0 +1,52 @@
+[
+  {
+    "variant": "dark",
+    "n": 12,
+    "logprob_mean": -1.6443415209650993,
+    "logprob_delta_mean": -0.4973864418764909,
+    "margin_mean": -1.1666666666666667,
+    "margin_delta_mean": -0.7604166716337204,
+    "yes_ratio_mean": 0.3333333333333333,
+    "yes_ratio_delta_mean": -0.16666666666666666
+  },
+  {
+    "variant": "noise",
+    "n": 12,
+    "logprob_mean": -1.207959142824014,
+    "logprob_delta_mean": -0.0610040637354056,
+    "margin_mean": -0.5,
+    "margin_delta_mean": -0.09375000496705373,
+    "yes_ratio_mean": 0.4166666666666667,
+    "yes_ratio_delta_mean": -0.08333333333333333
+  },
+  {
+    "variant": "original",
+    "n": 12,
+    "logprob_mean": -1.1469550790886085,
+    "logprob_delta_mean": 0.0,
+    "margin_mean": -0.4062499950329463,
+    "margin_delta_mean": 0.0,
+    "yes_ratio_mean": 0.5,
+    "yes_ratio_delta_mean": 0.0
+  },
+  {
+    "variant": "severe_downsample",
+    "n": 12,
+    "logprob_mean": -1.228921798368295,
+    "logprob_delta_mean": -0.08196671927968661,
+    "margin_mean": -0.5312499950329462,
+    "margin_delta_mean": -0.125,
+    "yes_ratio_mean": 0.4166666666666667,
+    "yes_ratio_delta_mean": -0.08333333333333333
+  },
+  {
+    "variant": "strong_blur",
+    "n": 12,
+    "logprob_mean": -1.4716935468216736,
+    "logprob_delta_mean": -0.3247384677330653,
+    "margin_mean": -0.8437499950329462,
+    "margin_delta_mean": -0.4375,
+    "yes_ratio_mean": 0.4166666666666667,
+    "yes_ratio_delta_mean": -0.08333333333333333
+  }
+]
\ No newline at end of file
diff --git a/outputs/analysis/vlm_token_credit_reasoning_and_corruption_experiment.tex b/outputs/analysis/vlm_token_credit_reasoning_and_corruption_experiment.tex
new file mode 100644
index 0000000000000000000000000000000000000000..0c54d855af0f543bd822d00b7158b2a80014ab33
--- /dev/null
+++ b/outputs/analysis/vlm_token_credit_reasoning_and_corruption_experiment.tex
@@ -0,0 +1,270 @@
+\documentclass[UTF8]{ctexart}
+
+\usepackage[a4paper,margin=1in]{geometry}
+\usepackage{booktabs}
+\usepackage{array}
+\usepackage{amsmath}
+\usepackage{amssymb}
+\usepackage{xcolor}
+\usepackage{hyperref}
+\usepackage{url}
+
+\hypersetup{
+  colorlinks=true,
+  linkcolor=blue,
+  citecolor=blue,
+  urlcolor=blue
+}
+
+\title{VLM Token Credit 改善视频画面质量的机制解释与验证实验}
+\author{}
+\date{}
+
+\begin{document}
+\maketitle
+
+\section{背景与现象}
+
+在 \texttt{yw006-4-sage-qwen35-9b-token-credit-video-adv-2} 中，token credit 的训练表现明显好于 logprob baseline。一个值得注意的现象是：训练问题主要是 semantic questions，但最终改善并不只体现在显式语义指标上；不少视频的主体清晰度、动作边界、细节丰富度和整体画面表现反而提升更明显。少数视频仍然存在画面或背景波动，但这是少数情况。
+
+这个现象看起来有些反直觉，因为我们原本希望 semantic question 主要约束语义是否匹配 prompt，而不是直接优化图像/视频质量。当前的解释是：VLM 的 semantic yes/no reward 并不是纯语义信号。VLM 在回答一个语义问题时，需要依赖视觉证据；如果主体更清楚、动作边界更明确、局部细节更可见、时序更稳定，那么 VLM 对 ``Yes'' 的置信度通常更高。因此，semantic reward 的梯度会自然混入 visual evidence quality 的偏好。
+
+\section{Token Credit 的机制理解}
+
+设视频生成模型产生视频 $x$，VLM reward model 接收视频 $x$、prompt $p$、问题 $q$，并对目标答案 $a^\star$ 计算一个标量 reward：
+\[
+R(x,p,q,a^\star).
+\]
+在 yes/no 设置里，常见的 score 可以写成目标答案 log-probability 或 yes/no margin：
+\[
+R_{\mathrm{logprob}} = \log P_{\mathrm{VLM}}(a^\star \mid x,p,q),
+\]
+\[
+R_{\mathrm{margin}} =
+\log P_{\mathrm{VLM}}(a^\star \mid x,p,q)
+-
+\log P_{\mathrm{VLM}}(\bar{a}^\star \mid x,p,q),
+\]
+其中 $\bar{a}^\star$ 是相反答案。例如 $a^\star=\mathrm{Yes}$ 时，$\bar{a}^\star=\mathrm{No}$；$a^\star=\mathrm{No}$ 时，$\bar{a}^\star=\mathrm{Yes}$。
+
+token credit 的核心不是只使用一个整段视频的全局 reward，而是利用 reward 对视频 token、latent token 或 denoising trajectory 中局部变量的梯度，估计哪些 token 对提升目标 reward 更关键。抽象地说，如果 $z_i$ 表示第 $i$ 个 token 或局部 latent，那么可以用类似下面的量构造 credit：
+\[
+c_i \propto \left\langle \frac{\partial R}{\partial z_i}, z_i \right\rangle
+\quad \text{或} \quad
+c_i \propto \left\| \frac{\partial R}{\partial z_i} \right\|.
+\]
+实际实现可能还会做截断、归一化、正值筛选或时间/空间聚合。
+
+\paragraph{关于 Yes/No 方向性。}
+如果当前问题的 reference answer 是 \texttt{Yes}，并且 score 使用的是 \texttt{Yes} 的 log-probability 或 \texttt{Yes} over \texttt{No} margin，那么高 credit 的 token 表示：这些 token 对 VLM 判断 ``这个问题应该回答 Yes'' 最有贡献。反过来，如果 reference answer 是 \texttt{No}，并且 score 确实切换成 \texttt{No} 的 log-probability 或 \texttt{No} over \texttt{Yes} margin，那么高 credit 的 token 表示：这些 token 对 VLM 判断 ``这个问题应该回答 No'' 最有贡献。
+
+需要注意的是，高 credit 更准确地说是 \emph{model-internal evidence}，不是人工可验证的因果证明。它反映的是当前 VLM reward model 认为哪些视觉/时序证据最能支持目标答案。因此，当问题是 semantic question 时，高 credit 可能落在主体、动作边界、关键物体、颜色、材质、空间关系、局部纹理等区域，而不仅仅落在抽象语义概念上。
+
+\section{为什么 Semantic Reward 会提升画面质量}
+
+当前假设如下：
+
+\begin{quote}
+VLM 在回答 semantic yes/no question 时，需要先从视频中抽取可靠的视觉证据。清晰主体、明确动作边界、丰富细节和稳定背景会提高证据可读性，从而提高 VLM 对正确 semantic answer 的置信度。token credit 又会把 reward 梯度集中分配给这些支撑答案的视觉 token，因此训练中会隐式偏好更清楚、更稳定、更细节充分的视频。
+\end{quote}
+
+这能解释为什么 semantic 问题没有显著提升时，画质仍然可能明显改善：VLM reward 的梯度并不只包含 ``语义是否正确''，还包含 ``语义证据是否容易被 VLM 看清楚''。相比直接使用整段 logprob，token credit 将全局 reward 的梯度分配到局部 token，优化信号更细粒度，因此更容易强化与 VLM 证据读取相关的局部视觉区域。
+
+相关工作也支持这一方向的理解。CLIP-style contrastive pretraining 说明视觉-语言模型的匹配分数会依赖图像中可被辨认的视觉证据 \cite{radford2021clip}。BLIP、LLaVA 和 Video-LLaVA 等 VLM/Video-VLM 工作则说明，视觉语言回答依赖视觉编码器抽取到的对象、属性和时序信息 \cite{li2022blip,liu2023llava,lin2023videollava}。在 video generation evaluation 中，VBench 等基准也将 subject consistency、background consistency、motion smoothness、aesthetic quality、imaging quality 等维度与文本/语义一致性并列评估，说明视频质量和语义可读性在评价模型中很难完全分离 \cite{huang2023vbench}。
+
+\section{后续实验计划}
+
+为了进一步论证上述机制，可以设计三类实验。
+
+\subsection{实验一：视觉扰动敏感性实验}
+
+固定原视频、prompt 和 semantic yes/no question，只对视频施加不改变语义的视觉扰动，例如模糊、降采样、低对比度、变暗、噪声和 flicker。然后比较扰动前后 VLM 对同一个问题的 \texttt{Yes} log-probability、yes/no margin 和 yes/no prediction。如果 VLM semantic reward 在语义不变时仍然随视觉质量下降而下降，则说明该 reward 混入了 visual evidence quality。
+
+这个实验已经完成，结果见第 \ref{sec:completed-experiment} 节。
+
+\subsection{实验二：Token Credit 可视化与人工对齐}
+
+对 token credit 最高的时间片或空间区域做可视化，比较这些区域是否集中在主体、关键动作、交互物体、材质细节或背景稳定区域。然后让人工标注 credit 高的区域是否确实是回答问题的关键证据。
+
+可验证的指标包括：
+\begin{itemize}
+  \item credit top-$k$ token 是否覆盖 prompt 中提到的主体和属性；
+  \item credit 是否集中在动作发生的帧或关键转折点；
+  \item credit 是否避开无关背景噪声；
+  \item Yes 问题和 No 问题的 credit 是否分别落在支持 Yes 或支持 No 的证据上。
+\end{itemize}
+
+\subsection{实验三：Reward Ablation 与训练对照}
+
+训练侧可以比较以下设置：
+\begin{itemize}
+  \item global VLM logprob reward；
+  \item VLM token credit；
+  \item pure reward model gradient token credit；
+  \item 只使用 semantic decomposed questions；
+  \item 加入显式 visual-quality questions，例如主体是否清楚、背景是否稳定、动作是否连贯；
+  \item 将 semantic questions 和 visual-quality questions 分开加权。
+\end{itemize}
+
+如果 token credit 的优势主要来自 visual evidence quality，那么预计加入显式 visual-quality questions 后，token credit 对画质的提升会更稳定；如果只保留高度抽象、与可见细节弱相关的 semantic questions，画质收益可能下降。
+
+\section{已完成实验：Corruption Sensitivity}
+\label{sec:completed-experiment}
+
+\subsection{实验目标}
+
+验证 VLM 的 semantic yes/no reward 是否会受到画质变化影响。实验只改变视频画质，不改变 prompt 和 question。如果 reward 系统下降，则说明 VLM 在回答 semantic question 时确实依赖视觉证据质量。
+
+\subsection{数据与采样}
+
+视频来自：
+\[
+\texttt{outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen\_val1/step\_000100}.
+\]
+使用固定随机种子 \texttt{20260518} 采样 32 个 validation videos。每个视频读取对应的 \texttt{sample\_\{id\}\_config.json} 中的 prompt。
+
+由于 validation prompt 没有匹配到训练中的 decomposed binary questions，本实验使用整体 semantic question：
+\[
+\text{Does the generated video faithfully match this prompt: } p
+\]
+并要求 VLM 只回答 \texttt{Yes} 或 \texttt{No}。reference answer 设为 \texttt{Yes}。
+
+\subsection{Reward Model 与指标}
+
+使用 Qwen3.5-9B VLM reward scorer：
+\[
+\texttt{/nfs/ywang29/ckpts/Qwen3.5-9B}.
+\]
+评分路径为 tensor video input 的 \texttt{SnapVideoVLMRewardScorer}，score type 为 \texttt{yes\_no\_margin}。本实验不回传训练梯度，只记录 VLM 对同一问题的分数。
+
+记录指标包括：
+\begin{itemize}
+  \item \texttt{vlm\_logprob}：目标答案 \texttt{Yes} 的 teacher-forced log-probability；
+  \item \texttt{vlm\_yes\_no\_margin}：\texttt{Yes} 相对 \texttt{No} 的 margin；
+  \item \texttt{vlm\_yes\_ratio}：VLM 最终回答是否为 \texttt{Yes} 的二值指标。
+\end{itemize}
+
+对每个 corruption variant，计算其相对原视频的 paired delta：
+\[
+\Delta R = R(x_{\mathrm{corrupt}}) - R(x_{\mathrm{original}}).
+\]
+如果 $\Delta R < 0$，表示扰动降低了 VLM 对同一 semantic answer 的支持。
+
+\subsection{视觉扰动}
+
+本实验使用以下 5 类扰动：
+\begin{itemize}
+  \item \texttt{low\_contrast}：降低对比度；
+  \item \texttt{dark}：整体变暗；
+  \item \texttt{strong\_blur}：强高斯模糊；
+  \item \texttt{severe\_downsample}：强降采样后恢复分辨率；
+  \item \texttt{flicker}：交替帧亮度变化，模拟时序亮度波动。
+\end{itemize}
+
+这些扰动主要改变视觉质量，不改变 prompt 中的语义内容。因此它们适合测试 VLM semantic reward 是否混入视觉证据质量。
+
+\subsection{实验结果}
+
+原视频中，VLM 最终回答分布为：\texttt{Yes}=11，\texttt{No}=21。这说明整体 semantic question 比较严格；但本实验使用 paired comparison，同一个视频和同一个问题只比较 corruption 前后差异，因此仍然可以检验视觉扰动对 reward 的影响。
+
+\begin{table}[h]
+\centering
+\caption{32 个视频上的 corruption sensitivity 结果。$\Delta$ 表示相对原视频的平均变化。}
+\label{tab:corruption-results}
+\begin{tabular}{lrrrrrr}
+\toprule
+Variant & $N$ & Mean $\Delta$ Logprob & Drop & Mean $\Delta$ Margin & Yes$\rightarrow$No & No$\rightarrow$Yes \\
+\midrule
+\texttt{low\_contrast} & 32 & -1.234 & 31/32 & -1.609 & 9 & 0 \\
+\texttt{dark} & 32 & -0.469 & 28/32 & -0.695 & 6 & 1 \\
+\texttt{strong\_blur} & 32 & -0.297 & 27/32 & -0.410 & 3 & 0 \\
+\texttt{severe\_downsample} & 32 & -0.070 & 27/32 & -0.105 & 2 & 0 \\
+\texttt{flicker} & 32 & -0.041 & 22/32 & -0.078 & 3 & 3 \\
+\bottomrule
+\end{tabular}
+\end{table}
+
+更完整的均值结果如下：
+
+\begin{table}[h]
+\centering
+\caption{各 variant 的绝对分数与相对原视频的 delta。}
+\label{tab:summary-results}
+\begin{tabular}{lrrrr}
+\toprule
+Variant & Mean Logprob & Mean $\Delta$ Logprob & Mean Margin & Mean $\Delta$ Margin \\
+\midrule
+\texttt{original} & -1.152 & 0.000 & -0.539 & 0.000 \\
+\texttt{low\_contrast} & -2.386 & -1.234 & -2.148 & -1.609 \\
+\texttt{dark} & -1.620 & -0.469 & -1.234 & -0.695 \\
+\texttt{strong\_blur} & -1.449 & -0.297 & -0.949 & -0.410 \\
+\texttt{severe\_downsample} & -1.222 & -0.070 & -0.645 & -0.105 \\
+\texttt{flicker} & -1.193 & -0.041 & -0.617 & -0.078 \\
+\bottomrule
+\end{tabular}
+\end{table}
+
+\subsection{结果解释}
+
+结果表明，所有 5 类视觉扰动的平均 \texttt{Yes} log-probability 和 yes/no margin 都下降。其中 \texttt{low\_contrast} 最明显，31/32 个样本的 logprob 下降，并导致 9 个原本回答 \texttt{Yes} 的视频翻成 \texttt{No}。\texttt{dark} 和 \texttt{strong\_blur} 也有稳定负向影响，分别有 28/32 和 27/32 个样本 logprob 下降。
+
+因此，semantic yes/no reward 对视觉质量显著敏感。即使 prompt 和 question 完全不变，只要主体、细节、亮度或时序稳定性变差，VLM 对 ``视频是否忠实匹配 prompt'' 的置信度也会下降。这支持前面的机制假设：VLM semantic reward 实际上包含 ``视觉证据是否足够清楚'' 的成分。
+
+这也解释了为什么 token credit 训练会提升画面表现。token credit 使用 VLM reward 梯度定位对 answer confidence 最关键的局部 token；如果 VLM 的 answer confidence 依赖主体清楚度、动作边界和细节可见性，那么这些视觉质量相关 token 会获得更强 credit，从而在训练中被更强地优化。
+
+\subsection{实验产物}
+
+实验脚本：
+\[
+\texttt{scripts/run\_vlm\_corruption\_sensitivity.py}.
+\]
+
+主要输出目录：
+\[
+\texttt{outputs/analysis/vlm\_corruption\_sensitivity\_yw006\_4\_step100\_n32}.
+\]
+
+其中：
+\begin{itemize}
+  \item \texttt{raw\_scores.csv}：每个视频、每种 corruption 的 VLM 原始分数；
+  \item \texttt{summary.csv}：各 variant 的均值统计；
+  \item \texttt{paired\_analysis.csv}：paired delta、下降比例、Yes/No 翻转数和 sign-test；
+  \item \texttt{top\_logprob\_drops.csv}：logprob drop 最大的样本。
+\end{itemize}
+
+\section{当前结论}
+
+目前最合理的解释是：\texttt{token-credit-video-adv-2} 的改进并不只是因为 semantic question 更好地优化了语义一致性，而是因为 VLM 在回答 semantic question 时会偏好更容易被读出的视觉证据。token credit 将这种偏好局部化，使得训练更直接地强化主体、动作边界、纹理细节和稳定背景。因此，虽然问题设置是 semantic 的，实际优化效果却会明显体现在画质和视频可读性上。
+
+下一步应重点做两件事：第一，将 token credit 可视化并与主体/动作/关键属性人工标注对齐；第二，做训练 ablation，区分 global reward、token credit、semantic-only questions 和显式 visual-quality questions 的贡献。
+
+\begin{thebibliography}{9}
+
+\bibitem{radford2021clip}
+Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, Gretchen Krueger, and Ilya Sutskever.
+\newblock Learning Transferable Visual Models From Natural Language Supervision.
+\newblock \emph{ICML}, 2021.
+
+\bibitem{li2022blip}
+Junnan Li, Dongxu Li, Caiming Xiong, and Steven Hoi.
+\newblock BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation.
+\newblock \emph{ICML}, 2022.
+
+\bibitem{liu2023llava}
+Haotian Liu, Chunyuan Li, Qingyang Wu, and Yong Jae Lee.
+\newblock Visual Instruction Tuning.
+\newblock \emph{NeurIPS}, 2023.
+
+\bibitem{lin2023videollava}
+Bin Lin, Bin Zhu, Yang Ye, Munan Ning, Peng Jin, and Li Yuan.
+\newblock Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.
+\newblock \emph{arXiv preprint arXiv:2311.10122}, 2023.
+
+\bibitem{huang2023vbench}
+Ziqi Huang, Yinan He, Jiashuo Yu, Fan Zhang, Chenyang Si, Yuming Jiang, Yuanhan Zhang, Tianxing Wu, Qingyang Jin, Nattapol Chanpaisit, Yaohui Wang, Xinyuan Chen, Limin Wang, Dahua Lin, Yu Qiao, and Ziwei Liu.
+\newblock VBench: Comprehensive Benchmark Suite for Video Generative Models.
+\newblock \emph{CVPR}, 2024.
+
+\end{thebibliography}
+
+\end{document}
diff --git a/outputs/analysis/vlm_token_credit_reasoning_and_corruption_experiment_en.tex b/outputs/analysis/vlm_token_credit_reasoning_and_corruption_experiment_en.tex
new file mode 100644
index 0000000000000000000000000000000000000000..00214c3a9f7618274308f52f60b0b2056278b0b1
--- /dev/null
+++ b/outputs/analysis/vlm_token_credit_reasoning_and_corruption_experiment_en.tex
@@ -0,0 +1,272 @@
+\documentclass{article}
+
+\usepackage[T1]{fontenc}
+\usepackage[utf8]{inputenc}
+\usepackage[a4paper,margin=1in]{geometry}
+\usepackage{booktabs}
+\usepackage{array}
+\usepackage{amsmath}
+\usepackage{amssymb}
+\usepackage{xcolor}
+\usepackage{hyperref}
+\usepackage{url}
+
+\hypersetup{
+  colorlinks=true,
+  linkcolor=blue,
+  citecolor=blue,
+  urlcolor=blue
+}
+
+\title{Why VLM Token Credit Improves Video Visual Quality: Mechanism, Experimental Plan, and Corruption Sensitivity Results}
+\author{}
+\date{}
+
+\begin{document}
+\maketitle
+
+\section{Background and Observation}
+
+The run \texttt{yw006-4-sage-qwen35-9b-token-credit-video-adv-2} performs substantially better than the log-probability baseline. The most interesting observation is that the improvement is not limited to explicit semantic alignment. Although the training questions are mainly semantic, many generated videos show clearer subjects, sharper action boundaries, richer details, and better overall visual quality. A small number of videos still exhibit background or frame-level fluctuation, but this appears to be a minority failure mode.
+
+At first glance, this is surprising. The questions were designed to evaluate semantic consistency with the prompt, not to directly optimize image or video quality. Our current interpretation is that a VLM-based semantic yes/no reward is not a purely semantic signal. When a VLM answers a semantic question, it must rely on visual evidence. If the subject is clearer, if the action boundary is easier to identify, if local details are more visible, and if temporal evidence is more stable, then the VLM is more likely to assign higher confidence to the correct answer. Therefore, the gradient of the semantic reward naturally contains a preference for visual evidence quality.
+
+\section{Mechanistic Interpretation of Token Credit}
+
+Let the video generation model produce a video $x$. The VLM reward model receives the video $x$, the prompt $p$, a question $q$, and a target answer $a^\star$, and returns a scalar reward:
+\[
+R(x,p,q,a^\star).
+\]
+In the yes/no setting, the score can be implemented as either the log-probability of the target answer or a yes/no margin:
+\[
+R_{\mathrm{logprob}} = \log P_{\mathrm{VLM}}(a^\star \mid x,p,q),
+\]
+\[
+R_{\mathrm{margin}} =
+\log P_{\mathrm{VLM}}(a^\star \mid x,p,q)
+-
+\log P_{\mathrm{VLM}}(\bar{a}^\star \mid x,p,q),
+\]
+where $\bar{a}^\star$ is the opposite answer. For example, if $a^\star=\mathrm{Yes}$, then $\bar{a}^\star=\mathrm{No}$; if $a^\star=\mathrm{No}$, then $\bar{a}^\star=\mathrm{Yes}$.
+
+The key idea of token credit is not to use only one global reward for the entire video. Instead, it uses the gradient of the reward with respect to video tokens, latent tokens, or local variables in the denoising trajectory to estimate which tokens are most responsible for increasing the target reward. Abstractly, if $z_i$ denotes the $i$-th token or local latent variable, a credit score can be constructed as:
+\[
+c_i \propto \left\langle \frac{\partial R}{\partial z_i}, z_i \right\rangle
+\quad \text{or} \quad
+c_i \propto \left\| \frac{\partial R}{\partial z_i} \right\|.
+\]
+The actual implementation may additionally apply clipping, normalization, positive filtering, or temporal/spatial aggregation.
+
+\paragraph{Directionality for Yes and No answers.}
+If the reference answer for the current question is \texttt{Yes}, and the score is either the log-probability of \texttt{Yes} or the margin of \texttt{Yes} over \texttt{No}, then high-credit tokens are the tokens that most support the VLM's judgment that the answer should be \texttt{Yes}. Conversely, if the reference answer is \texttt{No}, and the scoring rule is correctly switched to the log-probability of \texttt{No} or the margin of \texttt{No} over \texttt{Yes}, then high-credit tokens are the tokens that most support the VLM's judgment that the answer should be \texttt{No}.
+
+It is important to interpret high credit as \emph{model-internal evidence}, not as a ground-truth causal explanation. The credit score reflects which visual or temporal evidence the current VLM reward model treats as most supportive of the target answer. Therefore, even when the question is semantic, high-credit regions may correspond to the main subject, action boundaries, key objects, color, material, spatial relations, local texture, or temporal stability, rather than only abstract semantic concepts.
+
+\section{Why Semantic Reward Can Improve Visual Quality}
+
+Our current hypothesis is:
+
+\begin{quote}
+When a VLM answers a semantic yes/no question, it first needs to extract reliable visual evidence from the video. Clear subjects, well-defined motion boundaries, rich details, and stable backgrounds make the evidence easier to read, thereby increasing the VLM's confidence in the correct semantic answer. Token credit then assigns more reward gradient to the visual tokens that support this answer, so the training process implicitly favors videos that are clearer, more stable, and more visually detailed.
+\end{quote}
+
+This explains why visual quality can improve even when the explicitly measured semantic metric does not improve dramatically. The gradient of the VLM reward does not contain only the binary concept of whether the semantics are correct. It also contains the VLM's preference for whether the semantic evidence is easy to perceive. Compared with using a single global log-probability, token credit distributes the reward signal to local tokens. This makes the optimization signal more fine-grained and allows the model to reinforce local visual regions that are useful for the VLM's evidence extraction.
+
+This interpretation is also consistent with prior work. CLIP-style contrastive pretraining shows that vision-language matching scores depend on recognizable visual evidence in the image \cite{radford2021clip}. BLIP, LLaVA, and Video-LLaVA further show that visual question answering relies on objects, attributes, and temporal information extracted by the visual encoder \cite{li2022blip,liu2023llava,lin2023videollava}. In video generation evaluation, VBench evaluates subject consistency, background consistency, motion smoothness, aesthetic quality, imaging quality, and text/video alignment as related but distinct dimensions, which suggests that visual quality and semantic readability are difficult to separate completely in evaluation models \cite{huang2023vbench}.
+
+\section{Experimental Plan}
+
+To further validate the proposed mechanism, we propose three classes of experiments.
+
+\subsection{Experiment 1: Visual Corruption Sensitivity}
+
+Keep the original video, prompt, and semantic yes/no question fixed. Apply visual corruptions that should not change the underlying semantics, such as blur, downsampling, low contrast, darkening, noise, and flicker. Then compare the VLM's \texttt{Yes} log-probability, yes/no margin, and final yes/no prediction before and after corruption. If the VLM semantic reward decreases even when the semantic content is unchanged, then the reward contains a visual evidence quality component.
+
+This experiment has been completed. The design and results are reported in Section~\ref{sec:completed-experiment}.
+
+\subsection{Experiment 2: Token Credit Visualization and Human Alignment}
+
+Visualize the frames or spatial regions with the highest token credit, and test whether these high-credit regions correspond to the main subject, key action, interacting objects, material details, or stable background regions. Human annotators can then judge whether the high-credit regions are indeed the visual evidence needed to answer the question.
+
+Useful metrics include:
+\begin{itemize}
+  \item whether top-$k$ credit tokens cover the subject and attributes mentioned in the prompt;
+  \item whether credit concentrates on frames where the key action occurs;
+  \item whether credit avoids irrelevant background noise;
+  \item whether credit for \texttt{Yes} questions and \texttt{No} questions respectively focuses on evidence supporting the corresponding answer.
+\end{itemize}
+
+\subsection{Experiment 3: Reward Ablation and Training Comparison}
+
+On the training side, compare the following settings:
+\begin{itemize}
+  \item global VLM log-probability reward;
+  \item VLM token credit;
+  \item pure reward-model gradient token credit;
+  \item semantic decomposed questions only;
+  \item explicit visual-quality questions, such as whether the subject is clear, whether the background is stable, and whether the motion is coherent;
+  \item separately weighted semantic questions and visual-quality questions.
+\end{itemize}
+
+If the advantage of token credit mainly comes from visual evidence quality, then adding explicit visual-quality questions should make the visual improvements more stable. If only highly abstract semantic questions are retained, especially questions that are weakly tied to visible details, then the visual-quality gain may become weaker.
+
+\section{Completed Experiment: Corruption Sensitivity}
+\label{sec:completed-experiment}
+
+\subsection{Objective}
+
+The goal is to test whether the VLM semantic yes/no reward is sensitive to visual quality. The experiment changes only the visual quality of the video while keeping the prompt and the question fixed. If the reward systematically decreases under visual corruption, then the VLM's answer to a semantic question depends on the quality of visual evidence.
+
+\subsection{Data and Sampling}
+
+Videos were sampled from:
+\[
+\path{outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val1/step_000100}.
+\]
+Using the fixed random seed \texttt{20260518}, we sampled 32 validation videos. For each video, the prompt was read from the corresponding \path{sample_{id}_config.json} file.
+
+Because the validation prompts did not match the decomposed binary questions used during training, this experiment used a global semantic question:
+\[
+\text{Does the generated video faithfully match this prompt: } p
+\]
+The VLM was instructed to answer only \texttt{Yes} or \texttt{No}. The reference answer was set to \texttt{Yes}.
+
+\subsection{Reward Model and Metrics}
+
+We used the Qwen3.5-9B VLM reward scorer:
+\[
+\path{/nfs/ywang29/ckpts/Qwen3.5-9B}.
+\]
+The scoring path used tensor video input through \texttt{SnapVideoVLMRewardScorer}, with \texttt{yes\_no\_margin} as the score type. This offline experiment did not backpropagate training gradients; it only recorded VLM scores for the same question under different visual corruptions.
+
+The recorded metrics are:
+\begin{itemize}
+  \item \texttt{vlm\_logprob}: teacher-forced log-probability of the target answer \texttt{Yes};
+  \item \texttt{vlm\_yes\_no\_margin}: margin of \texttt{Yes} over \texttt{No};
+  \item \texttt{vlm\_yes\_ratio}: binary indicator of whether the VLM's final answer is \texttt{Yes}.
+\end{itemize}
+
+For each corruption variant, we computed a paired delta relative to the original video:
+\[
+\Delta R = R(x_{\mathrm{corrupt}}) - R(x_{\mathrm{original}}).
+\]
+If $\Delta R < 0$, the corruption reduced the VLM's support for the same semantic target answer.
+
+\subsection{Visual Corruptions}
+
+The experiment used five corruption types:
+\begin{itemize}
+  \item \texttt{low\_contrast}: reduce contrast;
+  \item \texttt{dark}: darken the entire video;
+  \item \texttt{strong\_blur}: apply strong Gaussian blur;
+  \item \texttt{severe\_downsample}: downsample aggressively and resize back to the original resolution;
+  \item \texttt{flicker}: apply alternating brightness changes across frames to simulate temporal brightness fluctuation.
+\end{itemize}
+
+These corruptions primarily degrade visual quality without changing the semantic content of the prompt. They are therefore suitable for testing whether the VLM semantic reward contains a visual evidence quality component.
+
+\subsection{Results}
+
+For the original videos, the final VLM answer distribution was \texttt{Yes}=11 and \texttt{No}=21. This means the global semantic question is relatively strict. However, the experiment uses paired comparisons: each corrupted video is compared only against its own original version under the same prompt and the same question. Therefore, the deltas still measure the effect of visual corruption on the reward.
+
+\begin{table}[h]
+\centering
+\caption{Corruption sensitivity results on 32 videos. $\Delta$ denotes the mean change relative to the original video.}
+\label{tab:corruption-results}
+\begin{tabular}{lrrrrrr}
+\toprule
+Variant & $N$ & Mean $\Delta$ Logprob & Drop & Mean $\Delta$ Margin & Yes$\rightarrow$No & No$\rightarrow$Yes \\
+\midrule
+\texttt{low\_contrast} & 32 & -1.234 & 31/32 & -1.609 & 9 & 0 \\
+\texttt{dark} & 32 & -0.469 & 28/32 & -0.695 & 6 & 1 \\
+\texttt{strong\_blur} & 32 & -0.297 & 27/32 & -0.410 & 3 & 0 \\
+\texttt{severe\_downsample} & 32 & -0.070 & 27/32 & -0.105 & 2 & 0 \\
+\texttt{flicker} & 32 & -0.041 & 22/32 & -0.078 & 3 & 3 \\
+\bottomrule
+\end{tabular}
+\end{table}
+
+The full mean scores are:
+
+\begin{table}[h]
+\centering
+\caption{Absolute scores and deltas for each variant.}
+\label{tab:summary-results}
+\begin{tabular}{lrrrr}
+\toprule
+Variant & Mean Logprob & Mean $\Delta$ Logprob & Mean Margin & Mean $\Delta$ Margin \\
+\midrule
+\texttt{original} & -1.152 & 0.000 & -0.539 & 0.000 \\
+\texttt{low\_contrast} & -2.386 & -1.234 & -2.148 & -1.609 \\
+\texttt{dark} & -1.620 & -0.469 & -1.234 & -0.695 \\
+\texttt{strong\_blur} & -1.449 & -0.297 & -0.949 & -0.410 \\
+\texttt{severe\_downsample} & -1.222 & -0.070 & -0.645 & -0.105 \\
+\texttt{flicker} & -1.193 & -0.041 & -0.617 & -0.078 \\
+\bottomrule
+\end{tabular}
+\end{table}
+
+\subsection{Interpretation}
+
+All five visual corruptions reduce the mean \texttt{Yes} log-probability and the mean yes/no margin. The strongest effect comes from \texttt{low\_contrast}: 31 out of 32 samples show a log-probability decrease, and 9 samples that were originally answered as \texttt{Yes} flip to \texttt{No}. The \texttt{dark} and \texttt{strong\_blur} variants also have stable negative effects, with log-probability decreases in 28/32 and 27/32 samples, respectively.
+
+Therefore, the semantic yes/no reward is clearly sensitive to visual quality. Even when the prompt and question are unchanged, degrading subject visibility, detail visibility, brightness, or temporal stability reduces the VLM's confidence that the video faithfully matches the prompt. This supports the mechanism proposed above: the VLM semantic reward contains a component corresponding to whether the visual evidence is sufficiently clear.
+
+This also explains why token credit training can improve visual appearance. Token credit uses the gradient of the VLM reward to identify local tokens that are most important for answer confidence. If answer confidence depends on subject clarity, action boundaries, and visible details, then those visual-quality-related tokens receive stronger credit and are optimized more directly during training.
+
+\subsection{Artifacts}
+
+Experiment script:
+\[
+\path{scripts/run_vlm_corruption_sensitivity.py}.
+\]
+
+Main output directory:
+\[
+\path{outputs/analysis/vlm_corruption_sensitivity_yw006_4_step100_n32}.
+\]
+
+The directory contains:
+\begin{itemize}
+  \item \path{raw_scores.csv}: raw VLM scores for each video and corruption variant;
+  \item \path{summary.csv}: mean statistics for each variant;
+  \item \path{paired_analysis.csv}: paired deltas, drop rates, yes/no flips, and sign-test statistics;
+  \item \path{top_logprob_drops.csv}: samples with the largest log-probability drops.
+\end{itemize}
+
+\section{Current Conclusion}
+
+The most plausible explanation is that the improvement of \texttt{token-credit-video-adv-2} is not caused solely by better semantic optimization. Instead, when the VLM answers semantic questions, it favors visual evidence that is easier to read. Token credit localizes this preference and makes the optimization more directly reinforce subjects, motion boundaries, texture details, and stable backgrounds. As a result, even though the questions are semantic, the practical improvement can appear strongly in visual quality and video readability.
+
+The next two priorities are: first, visualize token credit and compare it with human annotations of subjects, actions, and key attributes; second, run training ablations to separate the contributions of global reward, token credit, semantic-only questions, and explicit visual-quality questions.
+
+\begin{thebibliography}{9}
+
+\bibitem{radford2021clip}
+Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, Gretchen Krueger, and Ilya Sutskever.
+\newblock Learning Transferable Visual Models From Natural Language Supervision.
+\newblock \emph{ICML}, 2021.
+
+\bibitem{li2022blip}
+Junnan Li, Dongxu Li, Caiming Xiong, and Steven Hoi.
+\newblock BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation.
+\newblock \emph{ICML}, 2022.
+
+\bibitem{liu2023llava}
+Haotian Liu, Chunyuan Li, Qingyang Wu, and Yong Jae Lee.
+\newblock Visual Instruction Tuning.
+\newblock \emph{NeurIPS}, 2023.
+
+\bibitem{lin2023videollava}
+Bin Lin, Bin Zhu, Yang Ye, Munan Ning, Peng Jin, and Li Yuan.
+\newblock Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.
+\newblock \emph{arXiv preprint arXiv:2311.10122}, 2023.
+
+\bibitem{huang2023vbench}
+Ziqi Huang, Yinan He, Jiashuo Yu, Fan Zhang, Chenyang Si, Yuming Jiang, Yuanhan Zhang, Tianxing Wu, Qingyang Jin, Nattapol Chanpaisit, Yaohui Wang, Xinyuan Chen, Limin Wang, Dahua Lin, Yu Qiao, and Ziwei Liu.
+\newblock VBench: Comprehensive Benchmark Suite for Video Generative Models.
+\newblock \emph{CVPR}, 2024.
+
+\end{thebibliography}
+
+\end{document}
diff --git a/outputs/analysis/weighted_logprob_token_credit_gradient_proof_en.tex b/outputs/analysis/weighted_logprob_token_credit_gradient_proof_en.tex
new file mode 100644
index 0000000000000000000000000000000000000000..9097c17abb722434845abe8348a66cb31e2ab395
--- /dev/null
+++ b/outputs/analysis/weighted_logprob_token_credit_gradient_proof_en.tex
@@ -0,0 +1,510 @@
+\documentclass{article}
+
+\usepackage[T1]{fontenc}
+\usepackage[utf8]{inputenc}
+\usepackage[a4paper,margin=1in]{geometry}
+\usepackage{amsmath}
+\usepackage{amssymb}
+\usepackage{booktabs}
+\usepackage{hyperref}
+
+\hypersetup{
+  colorlinks=true,
+  linkcolor=blue,
+  citecolor=blue,
+  urlcolor=blue
+}
+
+\title{Mathematical Interpretation of Gradient-Based Token Credit in Weighted-Logprob Video GRPO}
+\author{}
+\date{}
+
+\begin{document}
+\maketitle
+
+\section{High-Level Summary}
+
+The best run uses a VLM reward model to provide two different kinds of information.
+First, the VLM target-answer log-probability determines whether a generated video is
+better or worse than other samples in the same GRPO group. Second, the gradient of
+that target-answer log-probability with respect to the VLM visual input is converted
+into frame-level weights. These weights do not decide the rank of the video. Instead,
+they decide where the policy-gradient signal should be assigned inside the video.
+
+In short:
+\[
+\text{VLM log-probability reward} \Rightarrow \text{sample rank / advantage},
+\]
+\[
+\text{VLM visual gradient} \Rightarrow \text{temporal credit assignment}.
+\]
+The reward answers the question ``is this video better than the other samples?'',
+while the frame weights answer the question ``which frames should receive most of
+the update caused by that advantage?''.
+
+\section{VLM Reward and Target-Answer Gradient}
+
+Consider a generated video $x_i$ for sample $i$, a decomposed question $q$, and a
+target answer $a^\star_q$. In our current token-credit setting, the target answer is
+intended to be \texttt{Yes}. The VLM reward score for question $q$ is the
+teacher-forced target-answer log-probability:
+\[
+s_{i,q}
+= \log P_{\phi}(a^\star_q=\texttt{Yes} \mid x_i, q),
+\]
+where $\phi$ denotes the frozen VLM reward model.
+
+Importantly, this score is defined by the target answer, not by the VLM's free
+generation. If the VLM would freely answer \texttt{No}, we still compute the gradient
+of the \texttt{Yes} log-probability:
+\[
+g_{i,q}
+=
+\frac{\partial s_{i,q}}{\partial v_i},
+\]
+where $v_i$ denotes the VLM visual input tokens or visual features for video $x_i$.
+Thus, the gradient answers a counterfactual sensitivity question: which visual
+tokens most affect the VLM's probability of answering \texttt{Yes}? It is not a
+gradient explaining why the VLM answered \texttt{No}.
+
+\section{From Visual Gradient to Frame Weights}
+
+Let $v_{i,f,h,w,d}$ denote the VLM visual representation at frame $f$, spatial
+position $(h,w)$, and feature dimension $d$. The raw gradient is:
+\[
+g_{i,q,f,h,w,d}
+=
+\frac{\partial s_{i,q}}{\partial v_{i,f,h,w,d}}.
+\]
+The implementation converts this gradient into a nonnegative frame score by taking
+the absolute value and summing over spatial and feature dimensions:
+\[
+c_{i,q,f}
+=
+\sum_{h,w,d}
+\left|
+g_{i,q,f,h,w,d}
+\right|.
+\]
+Then the frame scores are normalized across time:
+\[
+w_{i,q,f}
+=
+\frac{c_{i,q,f}}
+{\sum_{f'} c_{i,q,f'} + \epsilon}.
+\]
+Equivalently,
+\[
+w_{i,q,f} \ge 0,
+\qquad
+\sum_f w_{i,q,f} = 1.
+\]
+If the gradient is missing, invalid, or all zero, the implementation falls back to a
+uniform temporal weight:
+\[
+w_{i,q,f} = \frac{1}{F}.
+\]
+
+Because the absolute gradient is used, $w_{i,q,f}$ measures sensitivity or importance,
+but it does not preserve the sign of the effect. A high-weight frame is a frame whose
+visual evidence strongly affects the VLM's \texttt{Yes} log-probability. It is not,
+by itself, a signed statement that the frame currently supports or contradicts
+\texttt{Yes}.
+
+\section{Group-Relative Advantage Determines the Direction}
+
+For a group of generated videos for the same prompt, the per-question scores are
+aggregated into a video-level reward, for example:
+\[
+R_i
+=
+\frac{1}{|\mathcal{Q}_i|}
+\sum_{q \in \mathcal{Q}_i}
+s_{i,q}.
+\]
+GRPO then converts this group of rewards into a group-relative advantage:
+\[
+A_i
+=
+\operatorname{NormalizeGroup}(R_i).
+\]
+The exact normalization can include centering, scaling, and clipping, but the key
+point is that the sign and magnitude of $A_i$ determine whether sample $i$ should be
+reinforced or suppressed:
+\[
+A_i > 0
+\quad \Rightarrow \quad
+\text{increase the probability of this sample},
+\]
+\[
+A_i < 0
+\quad \Rightarrow \quad
+\text{decrease the probability of this sample}.
+\]
+Therefore, the frame weights do not determine the ranking of samples. The ranking is
+determined by the VLM reward and the group-relative advantage. The weights only
+decide how the resulting update is distributed across frames.
+
+\section{First-Order Policy Improvement Claim}
+
+The claim that weighted-logprob improves reward should be understood as a local
+policy-improvement claim, not as a global guarantee. Let the true objective be:
+\[
+J(\theta)
+=
+\mathbb{E}_{x \sim \pi_\theta}
+\left[
+R(x)
+\right].
+\]
+Around the old policy $\theta_0$, a small update
+$\theta=\theta_0+\Delta\theta$ admits the Taylor expansion:
+\[
+J(\theta_0+\Delta\theta)
+=
+J(\theta_0)
++
+\nabla_\theta J(\theta_0)^\top \Delta\theta
++
+O(\|\Delta\theta\|^2).
+\]
+Therefore, the first-order reward improvement is:
+\[
+\Delta J^{(1)}
+\equiv
+\nabla_\theta J(\theta_0)^\top \Delta\theta.
+\]
+This is the precise meaning of ``first-order improvement'': it is the linear term
+of the policy objective under a small policy update. PPO/GRPO makes this local view
+meaningful by clipping the importance ratio and constraining policy movement.
+
+Using the policy-gradient identity,
+\[
+\nabla_\theta J(\theta_0)
+=
+\mathbb{E}_{x \sim \pi_{\theta_0}}
+\left[
+A(x)
+\nabla_\theta \log \pi_{\theta_0}(x)
+\right],
+\]
+we obtain:
+\[
+\Delta J^{(1)}
+=
+\mathbb{E}_{x \sim \pi_{\theta_0}}
+\left[
+A(x)
+\nabla_\theta \log \pi_{\theta_0}(x)^\top \Delta\theta
+\right].
+\]
+For the same small update,
+\[
+\log \pi_{\theta_0+\Delta\theta}(x)
+-
+\log \pi_{\theta_0}(x)
+\approx
+\nabla_\theta \log \pi_{\theta_0}(x)^\top \Delta\theta.
+\]
+Hence the first-order improvement can be estimated by:
+\[
+\Delta J^{(1)}
+\approx
+\mathbb{E}_{x \sim \pi_{\theta_0}}
+\left[
+A(x)
+\left(
+\log \pi_{\mathrm{new}}(x)
+-
+\log \pi_{\mathrm{old}}(x)
+\right)
+\right].
+\]
+
+For a video trajectory whose generator log-probability decomposes into frame-level
+contributions,
+\[
+\log \pi_\theta(x)
+=
+\sum_f
+\ell_{\theta,f}(x),
+\]
+the exact first-order log-probability change is:
+\[
+\Delta \log \pi(x)
+=
+\sum_f
+\left(
+\ell_{\mathrm{new},f}
+-
+\ell_{\mathrm{old},f}
+\right).
+\]
+The ordinary unweighted local improvement term is therefore:
+\[
+\Delta J_{\mathrm{unweighted}}^{(1)}
+\approx
+\mathbb{E}
+\left[
+A(x)
+\sum_f
+\Delta \ell_f(x)
+\right],
+\qquad
+\Delta \ell_f(x)
+=
+\ell_{\mathrm{new},f}
+-
+\ell_{\mathrm{old},f}.
+\]
+
+Weighted-logprob replaces the full trajectory log-probability change with a
+credit-weighted local surrogate:
+\[
+\Delta \log \pi_w(x,q)
+=
+\sum_f
+w_{q,f}(x)
+\Delta \ell_f(x),
+\]
+\[
+\Delta J_w^{(1)}
+\approx
+\mathbb{E}
+\left[
+A(x)
+\sum_f
+w_{q,f}(x)
+\Delta \ell_f(x)
+\right].
+\]
+This surrogate is intentionally biased relative to the exact trajectory likelihood
+ratio. Its purpose is not to preserve the full likelihood ratio exactly. Its purpose
+is to allocate the first-order policy update toward frames whose visual evidence is
+estimated to be more relevant to the reward.
+
+The resulting claim is conditional:
+\begin{quote}
+If the credit weights $w_{q,f}(x)$ are positively correlated with the true
+frame-level reward sensitivity, then the weighted-logprob surrogate concentrates
+the local policy update on the frames with larger expected first-order effect on
+the reward, while reducing update mass on less relevant frames.
+\end{quote}
+Thus, weighting is theoretically useful because it changes the temporal allocation
+of the update. It is not a proof that any arbitrary weight vector improves reward;
+the quality of the weighting signal remains an empirical question.
+
+\section{Weighted-Logprob Ratio}
+
+Let $\ell_{\theta,i,f}$ denote the video generator's per-frame log-probability
+contribution under the current policy $\pi_\theta$, and let
+$\ell_{\mathrm{old},i,f}$ denote the corresponding log-probability under the old
+policy used to collect the sample. For question $q$, weighted-logprob token credit
+aggregates the frame-level log-probability difference as:
+\[
+\Delta \ell_{i,q}(\theta)
+=
+\sum_f
+w_{i,q,f}
+\left(
+\ell_{\theta,i,f}
+-
+\ell_{\mathrm{old},i,f}
+\right).
+\]
+The corresponding PPO-style importance ratio is:
+\[
+\rho_{i,q}(\theta)
+=
+\exp\left(
+\Delta \ell_{i,q}(\theta)
+\right).
+\]
+This is the core place where the frame weights enter the training objective.
+
+\section{Unclipped Gradient Proof}
+
+Ignoring PPO clipping for the moment, the policy loss for sample $i$ and question
+$q$ is:
+\[
+\mathcal{L}_{i,q}(\theta)
+=
+-
+A_i
+\rho_{i,q}(\theta).
+\]
+Taking the gradient with respect to the generator parameters $\theta$ gives:
+\[
+\nabla_\theta \mathcal{L}_{i,q}(\theta)
+=
+-
+A_i
+\nabla_\theta \rho_{i,q}(\theta).
+\]
+Since
+\[
+\rho_{i,q}(\theta)
+=
+\exp\left(
+\sum_f
+w_{i,q,f}
+\left(
+\ell_{\theta,i,f}
+-
+\ell_{\mathrm{old},i,f}
+\right)
+\right),
+\]
+we have:
+\[
+\nabla_\theta \rho_{i,q}(\theta)
+=
+\rho_{i,q}(\theta)
+\nabla_\theta
+\sum_f
+w_{i,q,f}
+\ell_{\theta,i,f}.
+\]
+The old-policy log-probability is detached and has no gradient with respect to
+$\theta$. Therefore:
+\[
+\nabla_\theta \rho_{i,q}(\theta)
+=
+\rho_{i,q}(\theta)
+\sum_f
+w_{i,q,f}
+\nabla_\theta \ell_{\theta,i,f}.
+\]
+Substituting this into the loss gradient:
+\[
+\nabla_\theta \mathcal{L}_{i,q}(\theta)
+=
+-
+A_i
+\rho_{i,q}(\theta)
+\sum_f
+w_{i,q,f}
+\nabla_\theta \ell_{\theta,i,f}.
+\]
+During gradient descent, the update direction is proportional to:
+\[
+\Delta \theta
+\propto
+A_i
+\rho_{i,q}(\theta)
+\sum_f
+w_{i,q,f}
+\nabla_\theta \ell_{\theta,i,f}.
+\]
+
+\paragraph{Consequence.}
+The contribution of frame $f$ to the policy-gradient update is multiplied by
+$w_{i,q,f}$. Therefore, under the weighted-logprob objective, high-credit frames make
+a larger contribution to the generator update, while low-credit frames make a
+smaller contribution.
+
+\[
+w_{i,q,f_1} > w_{i,q,f_2}
+\quad \Rightarrow \quad
+\text{frame } f_1 \text{ receives a larger share of the update than frame } f_2.
+\]
+This proves the precise mathematical role of the frame weights: they route the
+group-level advantage signal to the frames that the VLM gradient marked as more
+important.
+
+\section{Effect of the Advantage Sign}
+
+The same weighting mechanism applies whether the advantage is positive or negative.
+If $A_i > 0$, the update increases the probability of the sampled denoising
+trajectory, especially at high-weight frames:
+\[
+A_i > 0
+\quad \Rightarrow \quad
+\text{reinforce high-credit frames}.
+\]
+If $A_i < 0$, the update decreases the probability of the sampled denoising
+trajectory, again especially at high-weight frames:
+\[
+A_i < 0
+\quad \Rightarrow \quad
+\text{suppress high-credit frames}.
+\]
+This distinction is important when the VLM freely predicts \texttt{No} while the
+target answer remains \texttt{Yes}. The \texttt{Yes}-gradient identifies frames that
+most affect the target \texttt{Yes} probability. The advantage then decides whether
+the generator should reinforce or suppress the current realization of those frames.
+
+\section{Effect of PPO Clipping}
+
+The implemented loss uses the standard PPO clipped surrogate. In negative-loss form,
+it can be written as:
+\[
+\mathcal{L}^{\mathrm{clip}}_{i,q}(\theta)
+=
+\max
+\left(
+-
+A_i \rho_{i,q}(\theta),
+-
+A_i
+\operatorname{clip}
+\left(
+\rho_{i,q}(\theta),
+1-\epsilon,
+1+\epsilon
+\right)
+\right).
+\]
+When the ratio is inside the unclipped region, the gradient is exactly the weighted
+gradient derived above. When clipping is active, PPO limits or removes the gradient
+from that sample-question pair in order to avoid overly large policy updates. This
+does not change the meaning of the weights; it only bounds the update magnitude.
+Inside the active optimization region, the frame-level contribution remains
+proportional to $w_{i,q,f}$.
+
+\section{Interpretation and Limitation}
+
+The routing proof establishes the following claim:
+\[
+\text{Given a frame-weight vector } w,
+\text{ the weighted-logprob objective assigns policy-gradient credit}
+\]
+\[
+\text{to each frame in proportion to } w.
+\]
+Thus, if the VLM gradient provides a useful temporal credit signal, the training
+objective will indeed focus the generator update on the frames that the VLM considers
+important for the target answer.
+
+The first-order improvement argument further explains why this routing can help:
+under a small PPO/GRPO update, expected reward improvement is approximated by the
+advantage multiplied by the policy log-probability change. Replacing the full
+trajectory log-probability change with a credit-weighted version biases this local
+surrogate toward reward-sensitive frames. This is the mathematical role of
+weighted-logprob.
+
+However, the proof does not establish that the VLM gradient is a perfect causal
+explanation of video semantics. The gradient is a local, model-dependent sensitivity
+measure. Since the implementation uses the absolute value of the gradient, it
+captures importance but not sign. Therefore, empirical validation is still necessary:
+one should verify that high-credit frames correspond to subject visibility, action
+boundaries, object interactions, temporal stability, or other visually meaningful
+evidence.
+
+\section{Practical Takeaway}
+
+The training logic can be summarized as:
+\[
+\text{reward / advantage decides what to encourage or discourage},
+\]
+\[
+\text{gradient-derived weight decides where in the video the update should focus}.
+\]
+This explains why token credit can improve visual detail and temporal clarity even
+when the explicit questions are mostly semantic. A semantic VLM reward depends on
+readable visual evidence. Its gradient can therefore highlight frames where clearer
+subjects, sharper action boundaries, richer local details, or more stable temporal
+evidence would most affect the target-answer probability. Weighted-logprob GRPO then
+uses these weights to concentrate the generator update on those frames.
+
+\end{document}
diff --git a/outputs/analysis/yw002_vs_yw007_2_avg_reward_first100_corrected.csv b/outputs/analysis/yw002_vs_yw007_2_avg_reward_first100_corrected.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a5aad47700a371b02ae5888eb40e1b2f3ac366cd
--- /dev/null
+++ b/outputs/analysis/yw002_vs_yw007_2_avg_reward_first100_corrected.csv
@@ -0,0 +1,201 @@
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diff --git a/outputs/analysis/yw002_vs_yw007_2_avg_reward_first100_corrected.pdf b/outputs/analysis/yw002_vs_yw007_2_avg_reward_first100_corrected.pdf
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diff --git a/outputs/analysis/yw002_vs_yw007_2_avg_reward_first100_corrected_summary.csv b/outputs/analysis/yw002_vs_yw007_2_avg_reward_first100_corrected_summary.csv
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index 0000000000000000000000000000000000000000..c8381432bccebde2c9dc8cad39fd5c8ff4a85980
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+++ b/outputs/analysis/yw002_vs_yw007_2_avg_reward_first100_corrected_summary.csv
@@ -0,0 +1,3 @@
+run,n_steps,first_step,last_step,corrected_mean_first100,raw_mean_first100,mean_abs_raw_minus_corrected,mean_abs_raw_minus_overall
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