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+                "question": "long, static shot, captured from a level perspective, perfectly captures the dynamic atmosphere of traditional Chinese ink painting. In the center of the frame, a lone boat, its hull precisely outlined in rich, deep ink, its pristine wood grain faintly revealed by softer, lighter shades, floats on the vast expanse of water. The scene is composed of a pure, monochromatic palette of black, white, and gray, with no clear demarcation between sky and water. Large expanses of strategically placed white space create an ethereal, misty, and vast expanse. The water's surface is not a mirror-like calm, but rather a series of undulating waves, depicted by a series of fluid, freehand strokes of light ink. The boat rises and falls slowly and steadily, rocking side to side in time with the rhythm of these waves. This dynamic movement contrasts subtly with the static composition of the entire scene, conveying a tranquil atmosphere that blends Zen and poetic solitude, profound and philosophical.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a long, static shot from a level perspective capturing a traditional Chinese ink painting aesthetic. It describes a lone boat with a hull outlined in rich ink, wood grain visible, floating on a vast water expanse, a monochrome palette of black, white, and gray, a misty atmosphere, and a water surface with undulating waves and subtle movement. The current video does not fully realize these dynamic elements; the scene remains largely static with limited motion, which reduces fidelity to the prompt’s dynamic intent.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clarity, with the boat clearly defined against the water. The color palette stays within muted grays and blacks, and lighting/contrast are consistent across frames. There are no obvious distortions or artifacts, and the composition remains stable. However, the sequence lacks variation and motion, giving a flatter impression than a living painting. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video aligns with several prompt aspects—level perspective, a lone boat, and a monochrome palette with a misty ambiance. Yet key dynamic elements are missing: there is little to no wave motion, the boat does not rise and fall, and there is no evident side-to-side rocking. The result reflects a partial match to the prompt, with notable gaps in the intended dynamic atmosphere. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships: the boat sits on the water with reflections and ripples that are reasonably rendered, and lighting/shadows are coherent. There are no obvious physics violations. The lack of motion does not introduce physical inconsistencies, but it does limit the perceived realism of a responsive seascape. Overall, Physical/Common-sense Consistency is moderate (score 3).\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.59375,
+                    "TA": 2.453125,
+                    "MQ": 3.28125,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a long, static shot from a level perspective capturing a traditional Chinese ink painting aesthetic. It describes a lone boat with a hull outlined in rich ink, wood grain visible, floating on a vast water expanse, a monochrome palette of black, white, and gray, a misty atmosphere, and a water surface with undulating waves and subtle movement. The current video does not fully realize these dynamic elements; the scene remains largely static with limited motion, which reduces fidelity to the prompt’s dynamic intent.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clarity, with the boat clearly defined against the water. The color palette stays within muted grays and blacks, and lighting/contrast are consistent across frames. There are no obvious distortions or artifacts, and the composition remains stable. However, the sequence lacks variation and motion, giving a flatter impression than a living painting. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video aligns with several prompt aspects—level perspective, a lone boat, and a monochrome palette with a misty ambiance. Yet key dynamic elements are missing: there is little to no wave motion, the boat does not rise and fall, and there is no evident side-to-side rocking. The result reflects a partial match to the prompt, with notable gaps in the intended dynamic atmosphere. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships: the boat sits on the water with reflections and ripples that are reasonably rendered, and lighting/shadows are coherent. There are no obvious physics violations. The lack of motion does not introduce physical inconsistencies, but it does limit the perceived realism of a responsive seascape. Overall, Physical/Common-sense Consistency is moderate (score 3).\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "long, static shot, captured from a level perspective, perfectly captures the dynamic atmosphere of traditional Chinese ink painting. In the center of the frame, a lone boat, its hull precisely outlined in rich, deep ink, its pristine wood grain faintly revealed by softer, lighter shades, floats on the vast expanse of water. The scene is composed of a pure, monochromatic palette of black, white, and gray, with no clear demarcation between sky and water. Large expanses of strategically placed white space create an ethereal, misty, and vast expanse. The water's surface is not a mirror-like calm, but rather a series of undulating waves, depicted by a series of fluid, freehand strokes of light ink. The boat rises and falls slowly and steadily, rocking side to side in time with the rhythm of these waves. This dynamic movement contrasts subtly with the static composition of the entire scene, conveying a tranquil atmosphere that blends Zen and poetic solitude, profound and philosophical.",
+        "seed": 4318,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_0/index_8002_seed_4318_dp_0_rank_0_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.453125,
+        "video_score2_ta": 2.671875,
+        "video_score2_mq": 3.5625,
+        "video_score2_overall": 9.6875,
+        "avg": 9.6875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "long, static shot, captured from a level perspective, perfectly captures the dynamic atmosphere of traditional Chinese ink painting. In the center of the frame, a lone boat, its hull precisely outlined in rich, deep ink, its pristine wood grain faintly revealed by softer, lighter shades, floats on the vast expanse of water. The scene is composed of a pure, monochromatic palette of black, white, and gray, with no clear demarcation between sky and water. Large expanses of strategically placed white space create an ethereal, misty, and vast expanse. The water's surface is not a mirror-like calm, but rather a series of undulating waves, depicted by a series of fluid, freehand strokes of light ink. The boat rises and falls slowly and steadily, rocking side to side in time with the rhythm of these waves. This dynamic movement contrasts subtly with the static composition of the entire scene, conveying a tranquil atmosphere that blends Zen and poetic solitude, profound and philosophical.",
+                "token_credit_reward": 9.6875,
+                "selected_reward": 9.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt envisions a long, static shot from a level perspective capturing a traditional Chinese ink painting aesthetic. It describes a lone boat with a hull outlined in rich ink, wood grain visible under lighter tones, floating on a vast water expanse, a pure monochrome palette (black, white, gray), a misty, ethereal mood, and a water surface with undulating waves rendered as fluid, freehand strokes. The boat should rise and fall slowly, rock side to side, and interact with the waves in a way that conveys a tranquil, somewhat meditative atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals present a moody, atmospheric scene with a central boat on water. The resolution is adequate, and the lighting/contrast support the intended monochrome, misty vibe. The boat remains clearly defined against the background, and the water surface shows texture and movement. However, there are minor inconsistencies in sharpness across frames and slight variations in exposure, which prevent a higher-end impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video aligns well with several core elements of the prompt: a long, relatively static shot; level perspective; a central boat; a monochrome palette; and a misty, expansive atmosphere. The boat’s presence and motion are consistent with the description, and the water dynamics feel coherent with the intended mood. Some aspects—such as the precise depiction of wood grain under varying lighting and the exact timing of the boat’s rise and fall—are not perfectly realized, but they do not significantly detract from overall alignment. Overall, Text-to-Video Alignment is strong (score 4).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physics: the boat sits naturally on the water, reflections and ripples behave realistically, and the atmospheric effects are coherent with the lighting. There are no obvious violations of common sense or physical plausibility. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.453125,
+                    "TA": 2.671875,
+                    "MQ": 3.5625,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt envisions a long, static shot from a level perspective capturing a traditional Chinese ink painting aesthetic. It describes a lone boat with a hull outlined in rich ink, wood grain visible under lighter tones, floating on a vast water expanse, a pure monochrome palette (black, white, gray), a misty, ethereal mood, and a water surface with undulating waves rendered as fluid, freehand strokes. The boat should rise and fall slowly, rock side to side, and interact with the waves in a way that conveys a tranquil, somewhat meditative atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals present a moody, atmospheric scene with a central boat on water. The resolution is adequate, and the lighting/contrast support the intended monochrome, misty vibe. The boat remains clearly defined against the background, and the water surface shows texture and movement. However, there are minor inconsistencies in sharpness across frames and slight variations in exposure, which prevent a higher-end impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video aligns well with several core elements of the prompt: a long, relatively static shot; level perspective; a central boat; a monochrome palette; and a misty, expansive atmosphere. The boat’s presence and motion are consistent with the description, and the water dynamics feel coherent with the intended mood. Some aspects—such as the precise depiction of wood grain under varying lighting and the exact timing of the boat’s rise and fall—are not perfectly realized, but they do not significantly detract from overall alignment. Overall, Text-to-Video Alignment is strong (score 4).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physics: the boat sits naturally on the water, reflections and ripples behave realistically, and the atmospheric effects are coherent with the lighting. There are no obvious violations of common sense or physical plausibility. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "long, static shot, captured from a level perspective, perfectly captures the dynamic atmosphere of traditional Chinese ink painting. In the center of the frame, a lone boat, its hull precisely outlined in rich, deep ink, its pristine wood grain faintly revealed by softer, lighter shades, floats on the vast expanse of water. The scene is composed of a pure, monochromatic palette of black, white, and gray, with no clear demarcation between sky and water. Large expanses of strategically placed white space create an ethereal, misty, and vast expanse. The water's surface is not a mirror-like calm, but rather a series of undulating waves, depicted by a series of fluid, freehand strokes of light ink. The boat rises and falls slowly and steadily, rocking side to side in time with the rhythm of these waves. This dynamic movement contrasts subtly with the static composition of the entire scene, conveying a tranquil atmosphere that blends Zen and poetic solitude, profound and philosophical.",
+        "seed": 4319,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_0/index_8002_seed_4319_dp_1_rank_2_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.453125,
+        "video_score2_ta": 3.0625,
+        "video_score2_mq": 3.1875,
+        "video_score2_overall": 9.6875,
+        "avg": 9.703125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "long, static shot, captured from a level perspective, perfectly captures the dynamic atmosphere of traditional Chinese ink painting. In the center of the frame, a lone boat, its hull precisely outlined in rich, deep ink, its pristine wood grain faintly revealed by softer, lighter shades, floats on the vast expanse of water. The scene is composed of a pure, monochromatic palette of black, white, and gray, with no clear demarcation between sky and water. Large expanses of strategically placed white space create an ethereal, misty, and vast expanse. The water's surface is not a mirror-like calm, but rather a series of undulating waves, depicted by a series of fluid, freehand strokes of light ink. The boat rises and falls slowly and steadily, rocking side to side in time with the rhythm of these waves. This dynamic movement contrasts subtly with the static composition of the entire scene, conveying a tranquil atmosphere that blends Zen and poetic solitude, profound and philosophical.",
+                "token_credit_reward": 9.6875,
+                "selected_reward": 9.6875,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a long, static shot captured from a level perspective, aiming to evoke a traditional Chinese ink painting aesthetic. It envisions a lone boat with a hull outlined in rich, deep ink, wood grain visible under softer tones, floating on a vast water expanse. The scene should be monochrome (black, white, gray) with a misty, ethereal mood and a water surface showing undulating waves. The boat should rise and fall slowly, rocking with the waves, creating a tranquil atmosphere that blends Zen and poetic solitude.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent clarity and stable composition, with a consistent level perspective and a coherent monochrome palette. However, the rendering leans toward a digital illustration rather than authentic ink wash textures, and the water surface remains unnaturally calm with limited wave dynamics. Reflections exist but do not convincingly capture the nuanced light and texture typical of real ink paintings. While there are no obvious artifacts or distortions, the stylized rendering reduces the perceived fidelity to traditional ink techniques.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video presents a long, static shot with a level perspective and a central boat, which aligns with several prompt elements. However, key aspects of the traditional ink painting aesthetic are not fully realized: the wood grain detail is not clearly visible, the water lacks the expected undulating waves, and the overall motion is minimal rather than the described gentle rocking. The result reflects a partial interpretation of the prompt, capturing some structural elements while missing essential atmospheric and dynamic qualities.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships and a believable water reflection, and the boat’s placement appears reasonable. Yet the water surface remains unnaturally calm, and the lack of wave motion contradicts the implied environmental dynamics. The absence of the intended gentle rocking and subtle environmental interaction reduces the overall realism, though there are no glaring physical contradictions.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.453125,
+                    "TA": 3.0625,
+                    "MQ": 3.1875,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a long, static shot captured from a level perspective, aiming to evoke a traditional Chinese ink painting aesthetic. It envisions a lone boat with a hull outlined in rich, deep ink, wood grain visible under softer tones, floating on a vast water expanse. The scene should be monochrome (black, white, gray) with a misty, ethereal mood and a water surface showing undulating waves. The boat should rise and fall slowly, rocking with the waves, creating a tranquil atmosphere that blends Zen and poetic solitude.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent clarity and stable composition, with a consistent level perspective and a coherent monochrome palette. However, the rendering leans toward a digital illustration rather than authentic ink wash textures, and the water surface remains unnaturally calm with limited wave dynamics. Reflections exist but do not convincingly capture the nuanced light and texture typical of real ink paintings. While there are no obvious artifacts or distortions, the stylized rendering reduces the perceived fidelity to traditional ink techniques.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video presents a long, static shot with a level perspective and a central boat, which aligns with several prompt elements. However, key aspects of the traditional ink painting aesthetic are not fully realized: the wood grain detail is not clearly visible, the water lacks the expected undulating waves, and the overall motion is minimal rather than the described gentle rocking. The result reflects a partial interpretation of the prompt, capturing some structural elements while missing essential atmospheric and dynamic qualities.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships and a believable water reflection, and the boat’s placement appears reasonable. Yet the water surface remains unnaturally calm, and the lack of wave motion contradicts the implied environmental dynamics. The absence of the intended gentle rocking and subtle environmental interaction reduces the overall realism, though there are no glaring physical contradictions.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "long, static shot, captured from a level perspective, perfectly captures the dynamic atmosphere of traditional Chinese ink painting. In the center of the frame, a lone boat, its hull precisely outlined in rich, deep ink, its pristine wood grain faintly revealed by softer, lighter shades, floats on the vast expanse of water. The scene is composed of a pure, monochromatic palette of black, white, and gray, with no clear demarcation between sky and water. Large expanses of strategically placed white space create an ethereal, misty, and vast expanse. The water's surface is not a mirror-like calm, but rather a series of undulating waves, depicted by a series of fluid, freehand strokes of light ink. The boat rises and falls slowly and steadily, rocking side to side in time with the rhythm of these waves. This dynamic movement contrasts subtly with the static composition of the entire scene, conveying a tranquil atmosphere that blends Zen and poetic solitude, profound and philosophical.",
+        "seed": 4320,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_0/index_8002_seed_4320_dp_1_rank_2_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.671875,
+        "video_score2_ta": 2.75,
+        "video_score2_mq": 3.265625,
+        "video_score2_overall": 9.6875,
+        "avg": 9.6875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "long, static shot, captured from a level perspective, perfectly captures the dynamic atmosphere of traditional Chinese ink painting. In the center of the frame, a lone boat, its hull precisely outlined in rich, deep ink, its pristine wood grain faintly revealed by softer, lighter shades, floats on the vast expanse of water. The scene is composed of a pure, monochromatic palette of black, white, and gray, with no clear demarcation between sky and water. Large expanses of strategically placed white space create an ethereal, misty, and vast expanse. The water's surface is not a mirror-like calm, but rather a series of undulating waves, depicted by a series of fluid, freehand strokes of light ink. The boat rises and falls slowly and steadily, rocking side to side in time with the rhythm of these waves. This dynamic movement contrasts subtly with the static composition of the entire scene, conveying a tranquil atmosphere that blends Zen and poetic solitude, profound and philosophical.",
+                "token_credit_reward": 9.6875,
+                "selected_reward": 9.6875,
+                "frame_importance": [
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    0,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a long, static shot from a level perspective capturing a traditional Chinese ink painting aesthetic. It describes a lone boat centered in the frame, a hull outlined in rich ink, wood grain visible under softer tones, floating on a vast water expanse, a pure monochrome palette (black, white, gray), no clear sky–water demarcation, large white spaces, and a misty, ethereal mood. The water should show undulating waves and the boat should rock gently with the rhythm of the waves, conveying a tranquil, somewhat poetic solitude.\n\nVisual Quality Analysis:\nThe frames present a coherent, painterly look with decent clarity and stable lighting. The resolution is adequate, and there are no obvious distortions or artifacts. However, the sequence reads as quite static, with limited motion between frames, which reduces the sense of dynamic energy. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Analysis:\nThe video aligns with several prompt elements: a level perspective, a lone boat near the center, a monochrome palette, and a misty atmosphere. Yet key aspects of the prompt are not realized: there is little to no visible hull outline in rich ink, wood grain detail is not discernible, and the water surface lacks the described undulating waves. The absence of the expected dynamic wave motion and rocking boat movement constitutes a notable misalignment, resulting in a moderate overall alignment score.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and a believable water interaction for a still frame. However, the lack of motion contradicts the implied dynamics of the prompt, creating a disconnect between the intended activity and what is shown. The result is a moderate level of physical/common-sense consistency.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.671875,
+                    "TA": 2.75,
+                    "MQ": 3.265625,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a long, static shot from a level perspective capturing a traditional Chinese ink painting aesthetic. It describes a lone boat centered in the frame, a hull outlined in rich ink, wood grain visible under softer tones, floating on a vast water expanse, a pure monochrome palette (black, white, gray), no clear sky–water demarcation, large white spaces, and a misty, ethereal mood. The water should show undulating waves and the boat should rock gently with the rhythm of the waves, conveying a tranquil, somewhat poetic solitude.\n\nVisual Quality Analysis:\nThe frames present a coherent, painterly look with decent clarity and stable lighting. The resolution is adequate, and there are no obvious distortions or artifacts. However, the sequence reads as quite static, with limited motion between frames, which reduces the sense of dynamic energy. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Analysis:\nThe video aligns with several prompt elements: a level perspective, a lone boat near the center, a monochrome palette, and a misty atmosphere. Yet key aspects of the prompt are not realized: there is little to no visible hull outline in rich ink, wood grain detail is not discernible, and the water surface lacks the described undulating waves. The absence of the expected dynamic wave motion and rocking boat movement constitutes a notable misalignment, resulting in a moderate overall alignment score.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and a believable water interaction for a still frame. However, the lack of motion contradicts the implied dynamics of the prompt, creating a disconnect between the intended activity and what is shown. The result is a moderate level of physical/common-sense consistency.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_1/index_tensor([1884, 1884])_group_1_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_1/index_tensor([1884, 1884])_group_1_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..3eedb8bd8d62560cebe1374e93a2e61509d76567
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_1/index_tensor([1884, 1884])_group_1_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "low-angle shot, moving slowly and steadily upward, zooms in on a weathered ancient pine tree atop a precipitous mountain. A backdrop of swirling storm clouds, a sea of leaden gray, rages. The wind whips through with visible gusts of wind, violently tearing at the ancient tree and causing its massive frame to sway violently and chaotically. Its dark brown trunk, layered like dragon scales, twists and turns, covered in deep cracks and moss-stained lichen. Its powerful branches reach desperately toward the gloomy sky, their deep green needles ripped into blurry afterimages by the wind. Yet, the thick trunk bends only slightly under the immense force, then stubbornly rebounds, every inch of its wood fibers straining to a taut tautness, a breathtaking display of resilience and vitality defying nature. Under the gloomy and oppressive skylight, the entire scene presents a cold, high-contrast tone, highlighting the unyielding outline of the ancient pine. The picture is full of primitive, wild and epic tension, praising the indestructible power of life in the face of extreme adversity.",
+        "seed": 24279,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_1/index_1884_seed_24279_dp_2_rank_4_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.265625,
+        "video_score2_ta": 2.78125,
+        "video_score2_mq": 3.578125,
+        "video_score2_overall": 9.625,
+        "avg": 9.625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, moving slowly and steadily upward, zooms in on a weathered ancient pine tree atop a precipitous mountain. A backdrop of swirling storm clouds, a sea of leaden gray, rages. The wind whips through with visible gusts of wind, violently tearing at the ancient tree and causing its massive frame to sway violently and chaotically. Its dark brown trunk, layered like dragon scales, twists and turns, covered in deep cracks and moss-stained lichen. Its powerful branches reach desperately toward the gloomy sky, their deep green needles ripped into blurry afterimages by the wind. Yet, the thick trunk bends only slightly under the immense force, then stubbornly rebounds, every inch of its wood fibers straining to a taut tautness, a breathtaking display of resilience and vitality defying nature. Under the gloomy and oppressive skylight, the entire scene presents a cold, high-contrast tone, highlighting the unyielding outline of the ancient pine. The picture is full of primitive, wild and epic tension, praising the indestructible power of life in the face of extreme adversity.",
+                "token_credit_reward": 9.625,
+                "selected_reward": 9.625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot moving upward, focusing on a weathered ancient pine atop a precipice with a backdrop of swirling storm clouds. The scene should show wind-driven movement, a dark brown trunk with dragon-scale texture, deep green needles, and a gloomy, high-contrast atmosphere emphasizing resilience against adversity.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and consistent lighting, but there are noticeable limitations: occasional softness in fine details, minor compression artifacts, and some color grading inconsistencies that prevent a higher-fidelity look. The sequence remains coherent and stable, yet it does not reach high-end visual polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the key elements: low-angle perspective, upward movement, a prominent ancient pine, a dramatic stormy backdrop, and wind-induced motion. Some nuanced aspects—such as the exact texture of the bark and the intensity of the wind—are present but not perfectly matched throughout, resulting in a solid but not flawless alignment.\n\nPhysical/Common-sense Consistency:\nPhysical realism is moderate (score 3). The scene generally follows plausible wind dynamics and tree response, with believable branch sway and needle motion. However, there are minor inconsistencies in scale cues and interaction details that prevent a higher level of physical authenticity.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.265625,
+                    "TA": 2.78125,
+                    "MQ": 3.578125,
+                    "Overall": 9.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot moving upward, focusing on a weathered ancient pine atop a precipice with a backdrop of swirling storm clouds. The scene should show wind-driven movement, a dark brown trunk with dragon-scale texture, deep green needles, and a gloomy, high-contrast atmosphere emphasizing resilience against adversity.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and consistent lighting, but there are noticeable limitations: occasional softness in fine details, minor compression artifacts, and some color grading inconsistencies that prevent a higher-fidelity look. The sequence remains coherent and stable, yet it does not reach high-end visual polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the key elements: low-angle perspective, upward movement, a prominent ancient pine, a dramatic stormy backdrop, and wind-induced motion. Some nuanced aspects—such as the exact texture of the bark and the intensity of the wind—are present but not perfectly matched throughout, resulting in a solid but not flawless alignment.\n\nPhysical/Common-sense Consistency:\nPhysical realism is moderate (score 3). The scene generally follows plausible wind dynamics and tree response, with believable branch sway and needle motion. However, there are minor inconsistencies in scale cues and interaction details that prevent a higher level of physical authenticity.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle shot, moving slowly and steadily upward, zooms in on a weathered ancient pine tree atop a precipitous mountain. A backdrop of swirling storm clouds, a sea of leaden gray, rages. The wind whips through with visible gusts of wind, violently tearing at the ancient tree and causing its massive frame to sway violently and chaotically. Its dark brown trunk, layered like dragon scales, twists and turns, covered in deep cracks and moss-stained lichen. Its powerful branches reach desperately toward the gloomy sky, their deep green needles ripped into blurry afterimages by the wind. Yet, the thick trunk bends only slightly under the immense force, then stubbornly rebounds, every inch of its wood fibers straining to a taut tautness, a breathtaking display of resilience and vitality defying nature. Under the gloomy and oppressive skylight, the entire scene presents a cold, high-contrast tone, highlighting the unyielding outline of the ancient pine. The picture is full of primitive, wild and epic tension, praising the indestructible power of life in the face of extreme adversity.",
+        "seed": 24280,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_1/index_1884_seed_24280_dp_2_rank_4_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.328125,
+        "video_score2_ta": 2.609375,
+        "video_score2_mq": 3.6875,
+        "video_score2_overall": 9.625,
+        "avg": 9.625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, moving slowly and steadily upward, zooms in on a weathered ancient pine tree atop a precipitous mountain. A backdrop of swirling storm clouds, a sea of leaden gray, rages. The wind whips through with visible gusts of wind, violently tearing at the ancient tree and causing its massive frame to sway violently and chaotically. Its dark brown trunk, layered like dragon scales, twists and turns, covered in deep cracks and moss-stained lichen. Its powerful branches reach desperately toward the gloomy sky, their deep green needles ripped into blurry afterimages by the wind. Yet, the thick trunk bends only slightly under the immense force, then stubbornly rebounds, every inch of its wood fibers straining to a taut tautness, a breathtaking display of resilience and vitality defying nature. Under the gloomy and oppressive skylight, the entire scene presents a cold, high-contrast tone, highlighting the unyielding outline of the ancient pine. The picture is full of primitive, wild and epic tension, praising the indestructible power of life in the face of extreme adversity.",
+                "token_credit_reward": 9.625,
+                "selected_reward": 9.625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot moving upward, focusing on a weathered ancient pine atop a precipice with a backdrop of swirling storm clouds. The scene should show wind-driven movement, a dark brown trunk with dragon-scale texture, deep green needles, and a gloomy, high-contrast atmosphere emphasizing resilience against adversity.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames present decent detail in the tree and sky, but there are occasional soft areas and minor compression artifacts that prevent a higher-fidelity look. The sequence remains stable with no major distortions, though some frames exhibit slight blur or noise that temper overall sharpness.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the key elements: low-angle perspective, upward movement, a prominent ancient pine, a dramatic sky, and wind cues. Some nuanced aspects—such as the exact texture of the bark and the intensity of the wind—are not fully realized, but the core narrative and composition align well with the description.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally follows plausible physics: the tree structure, wind effects, and lighting are coherent. However, there are minor inconsistencies in scale cues and wind interaction with the branches that prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.328125,
+                    "TA": 2.609375,
+                    "MQ": 3.6875,
+                    "Overall": 9.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot moving upward, focusing on a weathered ancient pine atop a precipice with a backdrop of swirling storm clouds. The scene should show wind-driven movement, a dark brown trunk with dragon-scale texture, deep green needles, and a gloomy, high-contrast atmosphere emphasizing resilience against adversity.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames present decent detail in the tree and sky, but there are occasional soft areas and minor compression artifacts that prevent a higher-fidelity look. The sequence remains stable with no major distortions, though some frames exhibit slight blur or noise that temper overall sharpness.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the key elements: low-angle perspective, upward movement, a prominent ancient pine, a dramatic sky, and wind cues. Some nuanced aspects—such as the exact texture of the bark and the intensity of the wind—are not fully realized, but the core narrative and composition align well with the description.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally follows plausible physics: the tree structure, wind effects, and lighting are coherent. However, there are minor inconsistencies in scale cues and wind interaction with the branches that prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle shot, moving slowly and steadily upward, zooms in on a weathered ancient pine tree atop a precipitous mountain. A backdrop of swirling storm clouds, a sea of leaden gray, rages. The wind whips through with visible gusts of wind, violently tearing at the ancient tree and causing its massive frame to sway violently and chaotically. Its dark brown trunk, layered like dragon scales, twists and turns, covered in deep cracks and moss-stained lichen. Its powerful branches reach desperately toward the gloomy sky, their deep green needles ripped into blurry afterimages by the wind. Yet, the thick trunk bends only slightly under the immense force, then stubbornly rebounds, every inch of its wood fibers straining to a taut tautness, a breathtaking display of resilience and vitality defying nature. Under the gloomy and oppressive skylight, the entire scene presents a cold, high-contrast tone, highlighting the unyielding outline of the ancient pine. The picture is full of primitive, wild and epic tension, praising the indestructible power of life in the face of extreme adversity.",
+        "seed": 24281,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_1/index_1884_seed_24281_dp_3_rank_6_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.265625,
+        "video_score2_ta": 2.5625,
+        "video_score2_mq": 3.28125,
+        "video_score2_overall": 9.125,
+        "avg": 9.109375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, moving slowly and steadily upward, zooms in on a weathered ancient pine tree atop a precipitous mountain. A backdrop of swirling storm clouds, a sea of leaden gray, rages. The wind whips through with visible gusts of wind, violently tearing at the ancient tree and causing its massive frame to sway violently and chaotically. Its dark brown trunk, layered like dragon scales, twists and turns, covered in deep cracks and moss-stained lichen. Its powerful branches reach desperately toward the gloomy sky, their deep green needles ripped into blurry afterimages by the wind. Yet, the thick trunk bends only slightly under the immense force, then stubbornly rebounds, every inch of its wood fibers straining to a taut tautness, a breathtaking display of resilience and vitality defying nature. Under the gloomy and oppressive skylight, the entire scene presents a cold, high-contrast tone, highlighting the unyielding outline of the ancient pine. The picture is full of primitive, wild and epic tension, praising the indestructible power of life in the face of extreme adversity.",
+                "token_credit_reward": 9.125,
+                "selected_reward": 9.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot moving upward, focusing on a weathered ancient pine atop a precipice with a backdrop of swirling storm clouds. The scene should show wind-driven movement, a dark brown trunk with dragon-scale texture, deep green needles, and a gloomy, high-contrast atmosphere emphasizing resilience against adversity.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent clarity and consistent lighting, but there is limited motion between frames, resulting in a relatively static sequence. No major artifacts or distortions are evident, and the composition remains stable; however, the lack of dynamic movement reduces perceived sharpness and cinematic impact.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a low-angle perspective, a large ancient tree, and a moody sky with some wind cues. However, crucial aspects of the prompt—especially pronounced wind-induced motion, dramatic camera movement, and the specific emphasis on a dragon-scale bark texture—are not fully realized. The result reflects partial fidelity rather than a complete match.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene adheres to plausible physics: the tree structure, wind effects, and environmental interactions appear believable, with no obvious violations. Some minor stylizations or simplifications may be present, but they do not undermine overall realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.265625,
+                    "TA": 2.5625,
+                    "MQ": 3.28125,
+                    "Overall": 9.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot moving upward, focusing on a weathered ancient pine atop a precipice with a backdrop of swirling storm clouds. The scene should show wind-driven movement, a dark brown trunk with dragon-scale texture, deep green needles, and a gloomy, high-contrast atmosphere emphasizing resilience against adversity.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent clarity and consistent lighting, but there is limited motion between frames, resulting in a relatively static sequence. No major artifacts or distortions are evident, and the composition remains stable; however, the lack of dynamic movement reduces perceived sharpness and cinematic impact.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a low-angle perspective, a large ancient tree, and a moody sky with some wind cues. However, crucial aspects of the prompt—especially pronounced wind-induced motion, dramatic camera movement, and the specific emphasis on a dragon-scale bark texture—are not fully realized. The result reflects partial fidelity rather than a complete match.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene adheres to plausible physics: the tree structure, wind effects, and environmental interactions appear believable, with no obvious violations. Some minor stylizations or simplifications may be present, but they do not undermine overall realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle shot, moving slowly and steadily upward, zooms in on a weathered ancient pine tree atop a precipitous mountain. A backdrop of swirling storm clouds, a sea of leaden gray, rages. The wind whips through with visible gusts of wind, violently tearing at the ancient tree and causing its massive frame to sway violently and chaotically. Its dark brown trunk, layered like dragon scales, twists and turns, covered in deep cracks and moss-stained lichen. Its powerful branches reach desperately toward the gloomy sky, their deep green needles ripped into blurry afterimages by the wind. Yet, the thick trunk bends only slightly under the immense force, then stubbornly rebounds, every inch of its wood fibers straining to a taut tautness, a breathtaking display of resilience and vitality defying nature. Under the gloomy and oppressive skylight, the entire scene presents a cold, high-contrast tone, highlighting the unyielding outline of the ancient pine. The picture is full of primitive, wild and epic tension, praising the indestructible power of life in the face of extreme adversity.",
+        "seed": 24282,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_1/index_1884_seed_24282_dp_3_rank_6_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.109375,
+        "video_score2_ta": 3.09375,
+        "video_score2_mq": 3.1875,
+        "video_score2_overall": 9.375,
+        "avg": 9.390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, moving slowly and steadily upward, zooms in on a weathered ancient pine tree atop a precipitous mountain. A backdrop of swirling storm clouds, a sea of leaden gray, rages. The wind whips through with visible gusts of wind, violently tearing at the ancient tree and causing its massive frame to sway violently and chaotically. Its dark brown trunk, layered like dragon scales, twists and turns, covered in deep cracks and moss-stained lichen. Its powerful branches reach desperately toward the gloomy sky, their deep green needles ripped into blurry afterimages by the wind. Yet, the thick trunk bends only slightly under the immense force, then stubbornly rebounds, every inch of its wood fibers straining to a taut tautness, a breathtaking display of resilience and vitality defying nature. Under the gloomy and oppressive skylight, the entire scene presents a cold, high-contrast tone, highlighting the unyielding outline of the ancient pine. The picture is full of primitive, wild and epic tension, praising the indestructible power of life in the face of extreme adversity.",
+                "token_credit_reward": 9.375,
+                "selected_reward": 9.375,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot that moves upward, focusing on a weathered ancient pine tree atop a precipitous mountain, with a backdrop of swirling storm clouds and wind-driven action. Key elements include a low-angle upward movement, a weathered ancient pine, a mountain setting, a dramatic stormy sky, visible wind effects, and a portrayal of the tree's resilience.\n\nVisual Quality Assessment:\nOverall, the visuals are solid but not exceptional. The resolution is adequate and the tree, bark texture, and foliage are discernible, with a moody, high-contrast lighting scheme that suits the stormy atmosphere. The sky and cloud formations are well-rendered, and there is good depth and atmospheric perspective. There are no obvious distortions or artifacts, and transitions between frames feel smooth. However, the sequence reads as relatively static rather than highly dynamic, which limits the perceived motion quality. In sum, visual quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core prompt elements—weathered ancient pine, mountainous setting, stormy sky, and wind cues—quite well. The low-angle upward framing is present but not strongly emphasized, and the wind dynamics are not aggressively animated; the tree sways subtly rather than dramatically. The overall mood aligns with the intended atmosphere, but the intensity of the wind and the dramatic motion described in the prompt are not fully realized. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: the tree’s structure, wind-induced sway, and interaction with the environment follow expected dynamics, and there are no evident violations of common-sense physics. The depiction remains coherent and believable within the depicted context. Overall, physical/common-sense consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.109375,
+                    "TA": 3.09375,
+                    "MQ": 3.1875,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot that moves upward, focusing on a weathered ancient pine tree atop a precipitous mountain, with a backdrop of swirling storm clouds and wind-driven action. Key elements include a low-angle upward movement, a weathered ancient pine, a mountain setting, a dramatic stormy sky, visible wind effects, and a portrayal of the tree's resilience.\n\nVisual Quality Assessment:\nOverall, the visuals are solid but not exceptional. The resolution is adequate and the tree, bark texture, and foliage are discernible, with a moody, high-contrast lighting scheme that suits the stormy atmosphere. The sky and cloud formations are well-rendered, and there is good depth and atmospheric perspective. There are no obvious distortions or artifacts, and transitions between frames feel smooth. However, the sequence reads as relatively static rather than highly dynamic, which limits the perceived motion quality. In sum, visual quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core prompt elements—weathered ancient pine, mountainous setting, stormy sky, and wind cues—quite well. The low-angle upward framing is present but not strongly emphasized, and the wind dynamics are not aggressively animated; the tree sways subtly rather than dramatically. The overall mood aligns with the intended atmosphere, but the intensity of the wind and the dramatic motion described in the prompt are not fully realized. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: the tree’s structure, wind-induced sway, and interaction with the environment follow expected dynamics, and there are no evident violations of common-sense physics. The depiction remains coherent and believable within the depicted context. Overall, physical/common-sense consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_10/index_tensor([7689, 7689])_group_10_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_10/index_tensor([7689, 7689])_group_10_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..70984159d380961be4318cd7b084f9d887e5a54d
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_10/index_tensor([7689, 7689])_group_10_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "An extreme close-up shot from a very low angle exaggerates the mechanical violence of an industrial cleaning brush. Within this oppressive composition, the brush's bulk dominates the frame, its massive cast iron core covered in grease and minute scratches, its structure grimly secured by several massive hexagonal bolts. Countless thick steel bristles, momentarily quiescent, transform into a destructive silver afterimage, spinning at a speed too fast to be perceived by the naked eye. No longer individual, they merge into a solid, deadly disc gleaming with a metallic gleam. At its center, a visible, air-distorting vortex forms, like a miniature tornado, forcibly drawing in industrial dust, debris, and tiny metal particles from the ground. Then, with astonishing centrifugal force, it violently blasts the brush in all directions, creating a spreading, dangerous halo of high-speed particles. A dazzling cold white industrial light shines from the side and above, cutting countless streams of light on the surface of the rapidly rotating bristles, interweaving with the sparks and debris thrown out, while the shadow under the brush is as deep as the abyss. The whole scene is in an almost deaf atmosphere suggested by high-frequency mechanical whistling, perfectly presenting the hard-core mechanical details and suffocating dynamic power of Katsuhiro Otomo's style.",
+        "seed": 3920,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of an industrial cleaning brush from a very low angle, emphasizing mechanical violence. It mentions a massive cast iron core with bolts, thick bristles, rapid spinning, a central vortex, industrial dust and debris, and a dazzling industrial light with sparks and debris. The intended aesthetic aligns with a high-tech, industrial vibe reminiscent of Katsuhiro Otomo’s work.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are legible but not pristine. The resolution is moderate; there is some motion blur and mild softness that reduce fine detail. Lighting remains consistent with an industrial setting, and the metallic surfaces show reflections, though sharpness varies across frames. Overall, the sequence communicates the intended mechanical environment, but the image quality sits at a mid level rather than high fidelity.\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements such as an extreme close-up perspective, a low-angle view, and visible mechanical components. However, key aspects of the prompt—specifically the dramatic transformation of the brush into a solid, rapidly rotating disc and the explicit depiction of a central vortex with debris—are not clearly realized. The result is a partial alignment where the general concept is present but the more dynamic, transformative moments are underrepresented.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible industrial aesthetics and coherent lighting/reflections. Yet the expected kinetic dynamics described in the prompt (spinning at high speed, debris ejection, and a central vortex) are not convincingly demonstrated, leaving the physical behavior only moderately convincing within the context of the prompt.\n\nOverall assessment:\nThe video presents a mid-level performance across all three dimensions, with moderate visual quality, partial alignment to the textual prompt, and only moderate physical consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.21875,
+                    "TA": 1.4609375,
+                    "MQ": 2.984375,
+                    "Overall": 6.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of an industrial cleaning brush from a very low angle, emphasizing mechanical violence. It mentions a massive cast iron core with bolts, thick bristles, rapid spinning, a central vortex, industrial dust and debris, and a dazzling industrial light with sparks and debris. The intended aesthetic aligns with a high-tech, industrial vibe reminiscent of Katsuhiro Otomo’s work.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are legible but not pristine. The resolution is moderate; there is some motion blur and mild softness that reduce fine detail. Lighting remains consistent with an industrial setting, and the metallic surfaces show reflections, though sharpness varies across frames. Overall, the sequence communicates the intended mechanical environment, but the image quality sits at a mid level rather than high fidelity.\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements such as an extreme close-up perspective, a low-angle view, and visible mechanical components. However, key aspects of the prompt—specifically the dramatic transformation of the brush into a solid, rapidly rotating disc and the explicit depiction of a central vortex with debris—are not clearly realized. The result is a partial alignment where the general concept is present but the more dynamic, transformative moments are underrepresented.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible industrial aesthetics and coherent lighting/reflections. Yet the expected kinetic dynamics described in the prompt (spinning at high speed, debris ejection, and a central vortex) are not convincingly demonstrated, leaving the physical behavior only moderately convincing within the context of the prompt.\n\nOverall assessment:\nThe video presents a mid-level performance across all three dimensions, with moderate visual quality, partial alignment to the textual prompt, and only moderate physical consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An extreme close-up shot from a very low angle exaggerates the mechanical violence of an industrial cleaning brush. Within this oppressive composition, the brush's bulk dominates the frame, its massive cast iron core covered in grease and minute scratches, its structure grimly secured by several massive hexagonal bolts. Countless thick steel bristles, momentarily quiescent, transform into a destructive silver afterimage, spinning at a speed too fast to be perceived by the naked eye. No longer individual, they merge into a solid, deadly disc gleaming with a metallic gleam. At its center, a visible, air-distorting vortex forms, like a miniature tornado, forcibly drawing in industrial dust, debris, and tiny metal particles from the ground. Then, with astonishing centrifugal force, it violently blasts the brush in all directions, creating a spreading, dangerous halo of high-speed particles. A dazzling cold white industrial light shines from the side and above, cutting countless streams of light on the surface of the rapidly rotating bristles, interweaving with the sparks and debris thrown out, while the shadow under the brush is as deep as the abyss. The whole scene is in an almost deaf atmosphere suggested by high-frequency mechanical whistling, perfectly presenting the hard-core mechanical details and suffocating dynamic power of Katsuhiro Otomo's style.",
+        "seed": 3921,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_10/index_7689_seed_3921_dp_20_rank_40_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.4375,
+        "video_score2_ta": 1.65625,
+        "video_score2_mq": 3.75,
+        "video_score2_overall": 8.875,
+        "avg": 8.84375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme close-up shot from a very low angle exaggerates the mechanical violence of an industrial cleaning brush. Within this oppressive composition, the brush's bulk dominates the frame, its massive cast iron core covered in grease and minute scratches, its structure grimly secured by several massive hexagonal bolts. Countless thick steel bristles, momentarily quiescent, transform into a destructive silver afterimage, spinning at a speed too fast to be perceived by the naked eye. No longer individual, they merge into a solid, deadly disc gleaming with a metallic gleam. At its center, a visible, air-distorting vortex forms, like a miniature tornado, forcibly drawing in industrial dust, debris, and tiny metal particles from the ground. Then, with astonishing centrifugal force, it violently blasts the brush in all directions, creating a spreading, dangerous halo of high-speed particles. A dazzling cold white industrial light shines from the side and above, cutting countless streams of light on the surface of the rapidly rotating bristles, interweaving with the sparks and debris thrown out, while the shadow under the brush is as deep as the abyss. The whole scene is in an almost deaf atmosphere suggested by high-frequency mechanical whistling, perfectly presenting the hard-core mechanical details and suffocating dynamic power of Katsuhiro Otomo's style.",
+                "token_credit_reward": 8.875,
+                "selected_reward": 8.875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of an industrial cleaning brush from a very low angle, emphasizing mechanical violence. It mentions a massive cast-iron core with grease and scratches, multiple hexagonal bolts, thick bristles that transform into a destructive metallic afterimage, rapid spinning, a central air-distorting vortex, and a debris-halo effect. The scene is intended to convey a harsh, industrial aesthetic with high-frequency mechanical sounds and a Katsuhiro Otomo-inspired vibe.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent and technically competent. The close-up framing and lighting create a convincing metallic sheen and depth, with consistent color grading and minimal artifacts. However, the sequence remains relatively static, with limited motion between frames, which reduces the sense of dynamic energy. Overall, visual quality is solid but not exceptional, aligning with a moderate-to-good level rather than a standout one.\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt. The video presents a low-angle close-up and some mechanical detail, but key elements—countless bristles, a clearly visible air-distorting vortex, and a debris-halo effect—are not convincingly realized. The transformation of bristles into a destructive afterimage and the dramatic, high-speed action described are not clearly depicted. The result is a moderate alignment overall, with notable gaps in translating the full textual vision into visuals.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible material properties and lighting, with believable reflections and textures. Yet the expected kinetic dynamics and debris behavior are underrepresented, making the sequence feel more static than a true high-energy industrial moment. This yields a moderate level of physical-consistency credibility.\n\nOverall assessment:\nThe video demonstrates solid technical execution and coherent visuals, but it does not fully realize the kinetic and transformative aspects of the original concept. The alignment with the prompt is moderate, and the physical dynamics are only partially convincing.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.4375,
+                    "TA": 1.65625,
+                    "MQ": 3.75,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of an industrial cleaning brush from a very low angle, emphasizing mechanical violence. It mentions a massive cast-iron core with grease and scratches, multiple hexagonal bolts, thick bristles that transform into a destructive metallic afterimage, rapid spinning, a central air-distorting vortex, and a debris-halo effect. The scene is intended to convey a harsh, industrial aesthetic with high-frequency mechanical sounds and a Katsuhiro Otomo-inspired vibe.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent and technically competent. The close-up framing and lighting create a convincing metallic sheen and depth, with consistent color grading and minimal artifacts. However, the sequence remains relatively static, with limited motion between frames, which reduces the sense of dynamic energy. Overall, visual quality is solid but not exceptional, aligning with a moderate-to-good level rather than a standout one.\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt. The video presents a low-angle close-up and some mechanical detail, but key elements—countless bristles, a clearly visible air-distorting vortex, and a debris-halo effect—are not convincingly realized. The transformation of bristles into a destructive afterimage and the dramatic, high-speed action described are not clearly depicted. The result is a moderate alignment overall, with notable gaps in translating the full textual vision into visuals.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible material properties and lighting, with believable reflections and textures. Yet the expected kinetic dynamics and debris behavior are underrepresented, making the sequence feel more static than a true high-energy industrial moment. This yields a moderate level of physical-consistency credibility.\n\nOverall assessment:\nThe video demonstrates solid technical execution and coherent visuals, but it does not fully realize the kinetic and transformative aspects of the original concept. The alignment with the prompt is moderate, and the physical dynamics are only partially convincing.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An extreme close-up shot from a very low angle exaggerates the mechanical violence of an industrial cleaning brush. Within this oppressive composition, the brush's bulk dominates the frame, its massive cast iron core covered in grease and minute scratches, its structure grimly secured by several massive hexagonal bolts. Countless thick steel bristles, momentarily quiescent, transform into a destructive silver afterimage, spinning at a speed too fast to be perceived by the naked eye. No longer individual, they merge into a solid, deadly disc gleaming with a metallic gleam. At its center, a visible, air-distorting vortex forms, like a miniature tornado, forcibly drawing in industrial dust, debris, and tiny metal particles from the ground. Then, with astonishing centrifugal force, it violently blasts the brush in all directions, creating a spreading, dangerous halo of high-speed particles. A dazzling cold white industrial light shines from the side and above, cutting countless streams of light on the surface of the rapidly rotating bristles, interweaving with the sparks and debris thrown out, while the shadow under the brush is as deep as the abyss. The whole scene is in an almost deaf atmosphere suggested by high-frequency mechanical whistling, perfectly presenting the hard-core mechanical details and suffocating dynamic power of Katsuhiro Otomo's style.",
+        "seed": 3922,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_10/index_7689_seed_3922_dp_21_rank_42_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.484375,
+        "video_score2_ta": 1.65625,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 7.125,
+        "avg": 7.140625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme close-up shot from a very low angle exaggerates the mechanical violence of an industrial cleaning brush. Within this oppressive composition, the brush's bulk dominates the frame, its massive cast iron core covered in grease and minute scratches, its structure grimly secured by several massive hexagonal bolts. Countless thick steel bristles, momentarily quiescent, transform into a destructive silver afterimage, spinning at a speed too fast to be perceived by the naked eye. No longer individual, they merge into a solid, deadly disc gleaming with a metallic gleam. At its center, a visible, air-distorting vortex forms, like a miniature tornado, forcibly drawing in industrial dust, debris, and tiny metal particles from the ground. Then, with astonishing centrifugal force, it violently blasts the brush in all directions, creating a spreading, dangerous halo of high-speed particles. A dazzling cold white industrial light shines from the side and above, cutting countless streams of light on the surface of the rapidly rotating bristles, interweaving with the sparks and debris thrown out, while the shadow under the brush is as deep as the abyss. The whole scene is in an almost deaf atmosphere suggested by high-frequency mechanical whistling, perfectly presenting the hard-core mechanical details and suffocating dynamic power of Katsuhiro Otomo's style.",
+                "token_credit_reward": 7.125,
+                "selected_reward": 7.125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of an industrial cleaning brush from a very low angle, emphasizing mechanical violence. It calls for a massive cast-iron core with visible bolts, numerous thick bristles, a rapid spin producing a blur, a central vortex, and a dramatic release of particles with a cold industrial lighting mood. The description aims for a high-energy, cinematic depiction of industrial cleaning dynamics.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are legible but not highly refined. The resolution is adequate and the subject remains identifiable, yet there is noticeable motion blur and some softness that reduce fine detail. Lighting is consistent with an industrial setting, and the sequence maintains coherence across frames. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements (extreme close-up, low-angle perspective, visible bolts, and a rotating mechanism). However, key aspects such as the dramatic transformation of the brush into a solid, spinning disc and the explicit depiction of a central vortex or a particle-explosion moment are not clearly realized. The alignment is partial: the footage conveys industrial machinery and motion but does not fully realize the described dramatic sequence.\n\nPhysical/Common-sense Consistency:\nThe mechanical behavior appears plausible within an industrial context; the rotating components and bristles align with expected physics. The absence of a clearly depicted dramatic event (e.g., a pronounced vortex or explosive release) reduces the perceived intensity, but the overall dynamics remain believable and coherent with common-sense expectations.\n\nOverall assessment:\nThe video demonstrates moderate technical execution with partial alignment to the prompt. Visual quality is acceptable but not outstanding, text-to-video alignment is moderate due to missing dramatic moments, and physical/common-sense consistency remains plausible without strong emphasis on the intended dramatic transformation.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.484375,
+                    "TA": 1.65625,
+                    "MQ": 3.0,
+                    "Overall": 7.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of an industrial cleaning brush from a very low angle, emphasizing mechanical violence. It calls for a massive cast-iron core with visible bolts, numerous thick bristles, a rapid spin producing a blur, a central vortex, and a dramatic release of particles with a cold industrial lighting mood. The description aims for a high-energy, cinematic depiction of industrial cleaning dynamics.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are legible but not highly refined. The resolution is adequate and the subject remains identifiable, yet there is noticeable motion blur and some softness that reduce fine detail. Lighting is consistent with an industrial setting, and the sequence maintains coherence across frames. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements (extreme close-up, low-angle perspective, visible bolts, and a rotating mechanism). However, key aspects such as the dramatic transformation of the brush into a solid, spinning disc and the explicit depiction of a central vortex or a particle-explosion moment are not clearly realized. The alignment is partial: the footage conveys industrial machinery and motion but does not fully realize the described dramatic sequence.\n\nPhysical/Common-sense Consistency:\nThe mechanical behavior appears plausible within an industrial context; the rotating components and bristles align with expected physics. The absence of a clearly depicted dramatic event (e.g., a pronounced vortex or explosive release) reduces the perceived intensity, but the overall dynamics remain believable and coherent with common-sense expectations.\n\nOverall assessment:\nThe video demonstrates moderate technical execution with partial alignment to the prompt. Visual quality is acceptable but not outstanding, text-to-video alignment is moderate due to missing dramatic moments, and physical/common-sense consistency remains plausible without strong emphasis on the intended dramatic transformation.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An extreme close-up shot from a very low angle exaggerates the mechanical violence of an industrial cleaning brush. Within this oppressive composition, the brush's bulk dominates the frame, its massive cast iron core covered in grease and minute scratches, its structure grimly secured by several massive hexagonal bolts. Countless thick steel bristles, momentarily quiescent, transform into a destructive silver afterimage, spinning at a speed too fast to be perceived by the naked eye. No longer individual, they merge into a solid, deadly disc gleaming with a metallic gleam. At its center, a visible, air-distorting vortex forms, like a miniature tornado, forcibly drawing in industrial dust, debris, and tiny metal particles from the ground. Then, with astonishing centrifugal force, it violently blasts the brush in all directions, creating a spreading, dangerous halo of high-speed particles. A dazzling cold white industrial light shines from the side and above, cutting countless streams of light on the surface of the rapidly rotating bristles, interweaving with the sparks and debris thrown out, while the shadow under the brush is as deep as the abyss. The whole scene is in an almost deaf atmosphere suggested by high-frequency mechanical whistling, perfectly presenting the hard-core mechanical details and suffocating dynamic power of Katsuhiro Otomo's style.",
+        "seed": 3923,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_10/index_7689_seed_3923_dp_21_rank_42_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.21875,
+        "video_score2_ta": 2.015625,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 8.25,
+        "avg": 8.234375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme close-up shot from a very low angle exaggerates the mechanical violence of an industrial cleaning brush. Within this oppressive composition, the brush's bulk dominates the frame, its massive cast iron core covered in grease and minute scratches, its structure grimly secured by several massive hexagonal bolts. Countless thick steel bristles, momentarily quiescent, transform into a destructive silver afterimage, spinning at a speed too fast to be perceived by the naked eye. No longer individual, they merge into a solid, deadly disc gleaming with a metallic gleam. At its center, a visible, air-distorting vortex forms, like a miniature tornado, forcibly drawing in industrial dust, debris, and tiny metal particles from the ground. Then, with astonishing centrifugal force, it violently blasts the brush in all directions, creating a spreading, dangerous halo of high-speed particles. A dazzling cold white industrial light shines from the side and above, cutting countless streams of light on the surface of the rapidly rotating bristles, interweaving with the sparks and debris thrown out, while the shadow under the brush is as deep as the abyss. The whole scene is in an almost deaf atmosphere suggested by high-frequency mechanical whistling, perfectly presenting the hard-core mechanical details and suffocating dynamic power of Katsuhiro Otomo's style.",
+                "token_credit_reward": 8.25,
+                "selected_reward": 8.25,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of an industrial cleaning brush from a very low angle, emphasizing mechanical violence. It calls for a massive cast-iron core with visible bolts, numerous thick bristles, a rapid spin, a central vortex, and a dramatic release of high-speed particles, with a cold industrial lighting mood and an overall high-energy, high-frequency vibe reminiscent of a specific directorial style.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals maintain a coherent industrial aesthetic with decent resolution and consistent lighting. The brush components, bolts, and bristles are clearly discernible, and motion blur conveys speed without introducing obvious artifacts. The framing remains stable and the metallic textures read convincingly. While the imagery is clean and readable, it does not push into ultra-high detail or cinematic polish; overall, the quality is solid but mid-range.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—close-up perspective, low-angle viewpoint, and a focus on mechanical form with visible bolts and bristles. However, key dynamic aspects described in the prompt are not realized: there is no evident central vortex, no dramatic particle blast, and the lighting emphasis on a dazzling, high-frequency industrial glow is only partially present. The result aligns with the prompt at a moderate level rather than delivering the full kinetic narrative.\n\nPhysical/Common-sense Consistency:\nThe mechanical depiction appears plausible: the brush’s construction, material cues, and motion cues are believable within an industrial context. There are no glaring inconsistencies in how the components would interact under force. Some stylized or exaggerated dynamics (e.g., the absence of a visible vortex or dramatic particle dispersion) are not demonstrated, which slightly tempers the sense of realism, but the scene remains physically coherent.\n\nOverall assessment:\nThe video presents a technically competent rendering that faithfully renders the mechanical subject but only partially fulfills the kinetic and atmospheric intensity described in the prompt. The result is a mid-level performance across all three dimensions.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.21875,
+                    "TA": 2.015625,
+                    "MQ": 3.0,
+                    "Overall": 8.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of an industrial cleaning brush from a very low angle, emphasizing mechanical violence. It calls for a massive cast-iron core with visible bolts, numerous thick bristles, a rapid spin, a central vortex, and a dramatic release of high-speed particles, with a cold industrial lighting mood and an overall high-energy, high-frequency vibe reminiscent of a specific directorial style.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals maintain a coherent industrial aesthetic with decent resolution and consistent lighting. The brush components, bolts, and bristles are clearly discernible, and motion blur conveys speed without introducing obvious artifacts. The framing remains stable and the metallic textures read convincingly. While the imagery is clean and readable, it does not push into ultra-high detail or cinematic polish; overall, the quality is solid but mid-range.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—close-up perspective, low-angle viewpoint, and a focus on mechanical form with visible bolts and bristles. However, key dynamic aspects described in the prompt are not realized: there is no evident central vortex, no dramatic particle blast, and the lighting emphasis on a dazzling, high-frequency industrial glow is only partially present. The result aligns with the prompt at a moderate level rather than delivering the full kinetic narrative.\n\nPhysical/Common-sense Consistency:\nThe mechanical depiction appears plausible: the brush’s construction, material cues, and motion cues are believable within an industrial context. There are no glaring inconsistencies in how the components would interact under force. Some stylized or exaggerated dynamics (e.g., the absence of a visible vortex or dramatic particle dispersion) are not demonstrated, which slightly tempers the sense of realism, but the scene remains physically coherent.\n\nOverall assessment:\nThe video presents a technically competent rendering that faithfully renders the mechanical subject but only partially fulfills the kinetic and atmospheric intensity described in the prompt. The result is a mid-level performance across all three dimensions.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_11/index_tensor([3858, 3858])_group_11_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_11/index_tensor([3858, 3858])_group_11_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f8775499d57d291403b4d8cea7bff619f87c8bd
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_11/index_tensor([3858, 3858])_group_11_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "subsequent low-angle, dynamic tracking shot captures an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. Its highly polished body resembles a flowing black mirror, its smooth curves perfectly reflecting the neon signs of the towering buildings on either side. The deep red, royal blue, and emerald green light is stretched and distorted across the car's body, forming a series of dynamic, shimmering streaks of light that shift constantly as the vehicle advances. With steady yet swift speed, the vehicle cuts through the night, its sharp LED headlights casting twin bright beams on the slippery asphalt. The spray from the spinning tires shimmers against the vibrant ambient light, interweaving with the red light trails left by the taillights. The entire picture is full of strong movement and futuristic luxury. The cityscape in the background appears blurred due to high-speed movement, but the Maybach itself maintains a clear outline, creating a lonely yet charming atmosphere of high-speed travel through the neon-drenched urban jungle.",
+        "seed": 23180,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_11/index_3858_seed_23180_dp_22_rank_44_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.671875,
+        "video_score2_ta": 3.15625,
+        "video_score2_mq": 3.171875,
+        "video_score2_overall": 9.0,
+        "avg": 9.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "subsequent low-angle, dynamic tracking shot captures an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. Its highly polished body resembles a flowing black mirror, its smooth curves perfectly reflecting the neon signs of the towering buildings on either side. The deep red, royal blue, and emerald green light is stretched and distorted across the car's body, forming a series of dynamic, shimmering streaks of light that shift constantly as the vehicle advances. With steady yet swift speed, the vehicle cuts through the night, its sharp LED headlights casting twin bright beams on the slippery asphalt. The spray from the spinning tires shimmers against the vibrant ambient light, interweaving with the red light trails left by the taillights. The entire picture is full of strong movement and futuristic luxury. The cityscape in the background appears blurred due to high-speed movement, but the Maybach itself maintains a clear outline, creating a lonely yet charming atmosphere of high-speed travel through the neon-drenched urban jungle.",
+                "token_credit_reward": 9.0,
+                "selected_reward": 9.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a subsequent low-angle, dynamic tracking shot featuring an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. It envisions the car's highly polished surface reflecting neon lights, with red, blue, and green light streaks distorting across the body, plus sharp LED headlights, spinning tires with spray, and a futuristic-luxe atmosphere. The cityscape should be blurred due to high-speed motion while the car maintains a clear outline.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail in some shots, but there are noticeable issues that prevent a higher rating. Frame 1 presents a reasonably clear view of the car with wet reflections; Frames 2–5 exhibit motion blur and varying lighting, with some frames showing reduced sharpness and inconsistent exposure. The sequence remains legible and coherent, but the overall image fidelity does not reach high-end levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a dark luxury sedan, a low-angle tracking shot, a rain-soaked urban setting at night, and visible neon lighting. The car’s reflective surface and the general mood align with the description. However, certain dynamic details—such as pronounced light streaks and extreme tire spray—are not consistently realized, leaving minor gaps between the prompt and execution. The scene conveys the intended atmosphere and progression, with only small deviations in the most demanding visual effects.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The car’s motion, reflections, and interaction with the wet surface are believable, and the lighting behavior is plausible. Some stylized elements (e.g., exaggerated light trails or spray intensity) are not fully realized, which slightly reduces realism but does not break overall coherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.671875,
+                    "TA": 3.15625,
+                    "MQ": 3.171875,
+                    "Overall": 9.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a subsequent low-angle, dynamic tracking shot featuring an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. It envisions the car's highly polished surface reflecting neon lights, with red, blue, and green light streaks distorting across the body, plus sharp LED headlights, spinning tires with spray, and a futuristic-luxe atmosphere. The cityscape should be blurred due to high-speed motion while the car maintains a clear outline.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail in some shots, but there are noticeable issues that prevent a higher rating. Frame 1 presents a reasonably clear view of the car with wet reflections; Frames 2–5 exhibit motion blur and varying lighting, with some frames showing reduced sharpness and inconsistent exposure. The sequence remains legible and coherent, but the overall image fidelity does not reach high-end levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a dark luxury sedan, a low-angle tracking shot, a rain-soaked urban setting at night, and visible neon lighting. The car’s reflective surface and the general mood align with the description. However, certain dynamic details—such as pronounced light streaks and extreme tire spray—are not consistently realized, leaving minor gaps between the prompt and execution. The scene conveys the intended atmosphere and progression, with only small deviations in the most demanding visual effects.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The car’s motion, reflections, and interaction with the wet surface are believable, and the lighting behavior is plausible. Some stylized elements (e.g., exaggerated light trails or spray intensity) are not fully realized, which slightly reduces realism but does not break overall coherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "subsequent low-angle, dynamic tracking shot captures an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. Its highly polished body resembles a flowing black mirror, its smooth curves perfectly reflecting the neon signs of the towering buildings on either side. The deep red, royal blue, and emerald green light is stretched and distorted across the car's body, forming a series of dynamic, shimmering streaks of light that shift constantly as the vehicle advances. With steady yet swift speed, the vehicle cuts through the night, its sharp LED headlights casting twin bright beams on the slippery asphalt. The spray from the spinning tires shimmers against the vibrant ambient light, interweaving with the red light trails left by the taillights. The entire picture is full of strong movement and futuristic luxury. The cityscape in the background appears blurred due to high-speed movement, but the Maybach itself maintains a clear outline, creating a lonely yet charming atmosphere of high-speed travel through the neon-drenched urban jungle.",
+        "seed": 23181,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_11/index_3858_seed_23181_dp_22_rank_44_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.359375,
+        "video_score2_ta": 3.25,
+        "video_score2_mq": 3.296875,
+        "video_score2_overall": 9.9375,
+        "avg": 9.90625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "subsequent low-angle, dynamic tracking shot captures an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. Its highly polished body resembles a flowing black mirror, its smooth curves perfectly reflecting the neon signs of the towering buildings on either side. The deep red, royal blue, and emerald green light is stretched and distorted across the car's body, forming a series of dynamic, shimmering streaks of light that shift constantly as the vehicle advances. With steady yet swift speed, the vehicle cuts through the night, its sharp LED headlights casting twin bright beams on the slippery asphalt. The spray from the spinning tires shimmers against the vibrant ambient light, interweaving with the red light trails left by the taillights. The entire picture is full of strong movement and futuristic luxury. The cityscape in the background appears blurred due to high-speed movement, but the Maybach itself maintains a clear outline, creating a lonely yet charming atmosphere of high-speed travel through the neon-drenched urban jungle.",
+                "token_credit_reward": 9.9375,
+                "selected_reward": 9.9375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a subsequent low-angle, dynamic tracking shot featuring an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. It envisions the car's highly polished surface reflecting neon lights, with red, blue, and green light streaks distorting across the body, and a scene of rapid motion with LED headlights, wet asphalt, tire spray, and a futuristic-luxe atmosphere. The cityscape is intended to be blurred by high speed while the car remains clearly defined.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the car and environment, with convincing lighting and reflections on the wet surface. However, there are occasional minor artifacts and slight inconsistencies in color grading or motion cues that prevent a higher rating. The sequence remains coherent and legible, but it does not reach high-end polish throughout.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents a dark luxury sedan in a nighttime urban setting with rain and neon ambience, and a tracking shot that follows the vehicle. The core elements—nighttime mood, wet road, and reflective surfaces—are well captured. Some nuanced details from the prompt, such as explicit light-streak distortions and highly dynamic light interactions, are present but not fully realized, leaving room for improvement without breaking the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally adheres to plausible physics: the car moves with believable dynamics, reflections on the wet surface are reasonable, and lighting interactions are coherent. There are no glaring violations of common sense, though minor inconsistencies in reflections or motion cues prevent a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.359375,
+                    "TA": 3.25,
+                    "MQ": 3.296875,
+                    "Overall": 9.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a subsequent low-angle, dynamic tracking shot featuring an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. It envisions the car's highly polished surface reflecting neon lights, with red, blue, and green light streaks distorting across the body, and a scene of rapid motion with LED headlights, wet asphalt, tire spray, and a futuristic-luxe atmosphere. The cityscape is intended to be blurred by high speed while the car remains clearly defined.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the car and environment, with convincing lighting and reflections on the wet surface. However, there are occasional minor artifacts and slight inconsistencies in color grading or motion cues that prevent a higher rating. The sequence remains coherent and legible, but it does not reach high-end polish throughout.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents a dark luxury sedan in a nighttime urban setting with rain and neon ambience, and a tracking shot that follows the vehicle. The core elements—nighttime mood, wet road, and reflective surfaces—are well captured. Some nuanced details from the prompt, such as explicit light-streak distortions and highly dynamic light interactions, are present but not fully realized, leaving room for improvement without breaking the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally adheres to plausible physics: the car moves with believable dynamics, reflections on the wet surface are reasonable, and lighting interactions are coherent. There are no glaring violations of common sense, though minor inconsistencies in reflections or motion cues prevent a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "subsequent low-angle, dynamic tracking shot captures an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. Its highly polished body resembles a flowing black mirror, its smooth curves perfectly reflecting the neon signs of the towering buildings on either side. The deep red, royal blue, and emerald green light is stretched and distorted across the car's body, forming a series of dynamic, shimmering streaks of light that shift constantly as the vehicle advances. With steady yet swift speed, the vehicle cuts through the night, its sharp LED headlights casting twin bright beams on the slippery asphalt. The spray from the spinning tires shimmers against the vibrant ambient light, interweaving with the red light trails left by the taillights. The entire picture is full of strong movement and futuristic luxury. The cityscape in the background appears blurred due to high-speed movement, but the Maybach itself maintains a clear outline, creating a lonely yet charming atmosphere of high-speed travel through the neon-drenched urban jungle.",
+        "seed": 23182,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_11/index_3858_seed_23182_dp_23_rank_46_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.5625,
+        "video_score2_ta": 3.640625,
+        "video_score2_mq": 3.875,
+        "video_score2_overall": 11.0625,
+        "avg": 11.078125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "subsequent low-angle, dynamic tracking shot captures an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. Its highly polished body resembles a flowing black mirror, its smooth curves perfectly reflecting the neon signs of the towering buildings on either side. The deep red, royal blue, and emerald green light is stretched and distorted across the car's body, forming a series of dynamic, shimmering streaks of light that shift constantly as the vehicle advances. With steady yet swift speed, the vehicle cuts through the night, its sharp LED headlights casting twin bright beams on the slippery asphalt. The spray from the spinning tires shimmers against the vibrant ambient light, interweaving with the red light trails left by the taillights. The entire picture is full of strong movement and futuristic luxury. The cityscape in the background appears blurred due to high-speed movement, but the Maybach itself maintains a clear outline, creating a lonely yet charming atmosphere of high-speed travel through the neon-drenched urban jungle.",
+                "token_credit_reward": 11.0625,
+                "selected_reward": 11.0625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a subsequent low-angle, dynamic tracking shot featuring an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. It envisions highly polished bodywork resembling a flowing black mirror, smooth curves reflecting neon signage, and a vibrant color palette of red, blue, and green lights stretched and distorted across the car's surface. The scene should convey steady yet swift motion, with LED headlights cutting through the night, spray from spinning tires, and a sense of futuristic luxury amid a neon-drenched urban jungle.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid overall. The car remains clearly defined with good detail, and the lighting contributes to a convincing nocturnal mood. Reflections on the wet surface and the contrast between the dark surroundings and bright neon accents are well rendered, and the tracking motion feels smooth. There are occasional minor artifacts or slight softness in some frames, but these do not dominate the viewing experience. Overall, Visual Quality is strong and aligns with a score around 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—dark, luxurious sedan; nighttime urban setting; wet, reflective surfaces; and a dynamic tracking shot. However, certain aspects are underrepresented: the exact model identity (Maybach) is not definitively established, and the dramatic light distortions described in the prompt are not convincingly realized. The result is a moderate alignment overall, consistent with a score around 3.\n\nPhysical Consistency / Common-sense:\nThe scene adheres to plausible physics: the car’s motion, reflections on the wet surface, and interaction with the environment feel coherent. Some stylized lighting effects are present but do not violate basic physical expectations, so overall common-sense consistency remains acceptable, corresponding to a score around 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.5625,
+                    "TA": 3.640625,
+                    "MQ": 3.875,
+                    "Overall": 11.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a subsequent low-angle, dynamic tracking shot featuring an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. It envisions highly polished bodywork resembling a flowing black mirror, smooth curves reflecting neon signage, and a vibrant color palette of red, blue, and green lights stretched and distorted across the car's surface. The scene should convey steady yet swift motion, with LED headlights cutting through the night, spray from spinning tires, and a sense of futuristic luxury amid a neon-drenched urban jungle.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid overall. The car remains clearly defined with good detail, and the lighting contributes to a convincing nocturnal mood. Reflections on the wet surface and the contrast between the dark surroundings and bright neon accents are well rendered, and the tracking motion feels smooth. There are occasional minor artifacts or slight softness in some frames, but these do not dominate the viewing experience. Overall, Visual Quality is strong and aligns with a score around 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—dark, luxurious sedan; nighttime urban setting; wet, reflective surfaces; and a dynamic tracking shot. However, certain aspects are underrepresented: the exact model identity (Maybach) is not definitively established, and the dramatic light distortions described in the prompt are not convincingly realized. The result is a moderate alignment overall, consistent with a score around 3.\n\nPhysical Consistency / Common-sense:\nThe scene adheres to plausible physics: the car’s motion, reflections on the wet surface, and interaction with the environment feel coherent. Some stylized lighting effects are present but do not violate basic physical expectations, so overall common-sense consistency remains acceptable, corresponding to a score around 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "subsequent low-angle, dynamic tracking shot captures an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. Its highly polished body resembles a flowing black mirror, its smooth curves perfectly reflecting the neon signs of the towering buildings on either side. The deep red, royal blue, and emerald green light is stretched and distorted across the car's body, forming a series of dynamic, shimmering streaks of light that shift constantly as the vehicle advances. With steady yet swift speed, the vehicle cuts through the night, its sharp LED headlights casting twin bright beams on the slippery asphalt. The spray from the spinning tires shimmers against the vibrant ambient light, interweaving with the red light trails left by the taillights. The entire picture is full of strong movement and futuristic luxury. The cityscape in the background appears blurred due to high-speed movement, but the Maybach itself maintains a clear outline, creating a lonely yet charming atmosphere of high-speed travel through the neon-drenched urban jungle.",
+        "seed": 23183,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_11/index_3858_seed_23183_dp_23_rank_46_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.375,
+        "video_score2_ta": 3.421875,
+        "video_score2_mq": 3.40625,
+        "video_score2_overall": 10.25,
+        "avg": 10.203125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "subsequent low-angle, dynamic tracking shot captures an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. Its highly polished body resembles a flowing black mirror, its smooth curves perfectly reflecting the neon signs of the towering buildings on either side. The deep red, royal blue, and emerald green light is stretched and distorted across the car's body, forming a series of dynamic, shimmering streaks of light that shift constantly as the vehicle advances. With steady yet swift speed, the vehicle cuts through the night, its sharp LED headlights casting twin bright beams on the slippery asphalt. The spray from the spinning tires shimmers against the vibrant ambient light, interweaving with the red light trails left by the taillights. The entire picture is full of strong movement and futuristic luxury. The cityscape in the background appears blurred due to high-speed movement, but the Maybach itself maintains a clear outline, creating a lonely yet charming atmosphere of high-speed travel through the neon-drenched urban jungle.",
+                "token_credit_reward": 10.25,
+                "selected_reward": 10.25,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a subsequent low-angle, dynamic tracking shot featuring an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. It emphasizes the car's highly polished surface, neon-lit surroundings, and a palette of deep red, royal blue, and emerald green light stretched across the body, with dynamic, shimmering light streaks and tire spray contributing to a sense of high-speed travel through a neon-drenched urban jungle.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the car and environment, with convincing lighting and reflections on the wet surface. However, there are occasional minor artifacts and slight inconsistencies in motion cues that prevent a higher rating. The sequence remains coherent and watchable, but not outstanding in fidelity or polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents the key elements: a dark luxury sedan, a low-angle tracking shot, a rain-soaked urban setting, and a nighttime ambiance with neon lighting. The car’s reflective surface and lighting effects align with the description, and the general mood matches the prompt. Some nuanced details such as exact color grading and precise light dynamics are present but not exhaustively realized, leaving room for minor deviations while preserving overall fidelity.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally adheres to plausible physics—car positioning, reflections, and environmental interactions feel believable. There are no major violations, but subtle inconsistencies in motion dynamics or lighting reflections may be perceptible upon closer inspection, preventing a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.375,
+                    "TA": 3.421875,
+                    "MQ": 3.40625,
+                    "Overall": 10.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a subsequent low-angle, dynamic tracking shot featuring an obsidian-black Maybach sedan speeding along a rain-soaked, bustling urban thoroughfare at midnight. It emphasizes the car's highly polished surface, neon-lit surroundings, and a palette of deep red, royal blue, and emerald green light stretched across the body, with dynamic, shimmering light streaks and tire spray contributing to a sense of high-speed travel through a neon-drenched urban jungle.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the car and environment, with convincing lighting and reflections on the wet surface. However, there are occasional minor artifacts and slight inconsistencies in motion cues that prevent a higher rating. The sequence remains coherent and watchable, but not outstanding in fidelity or polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents the key elements: a dark luxury sedan, a low-angle tracking shot, a rain-soaked urban setting, and a nighttime ambiance with neon lighting. The car’s reflective surface and lighting effects align with the description, and the general mood matches the prompt. Some nuanced details such as exact color grading and precise light dynamics are present but not exhaustively realized, leaving room for minor deviations while preserving overall fidelity.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally adheres to plausible physics—car positioning, reflections, and environmental interactions feel believable. There are no major violations, but subtle inconsistencies in motion dynamics or lighting reflections may be perceptible upon closer inspection, preventing a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_12/index_tensor([1690, 1690])_group_12_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_12/index_tensor([1690, 1690])_group_12_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..7def55fd7362ee10fc1eabd2a8ce9ec902c67af8
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_12/index_tensor([1690, 1690])_group_12_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "slightly elevated medium shot, the camera pans to the right in slow motion, closely following the moment a white tiger lunges forward from the shadows on the left side of the frame. The muscles of the beast's back and hind legs bulge like a sculpture, brimming with explosive power. Its snow-white fur is streaked with deep black stripes, and in the dappled light filtering through the jungle canopy, each hair has a silky texture, visible and clear. As its body stretches fully in mid-air, forming an elegant yet deadly arc, its amber eyes flash with cold murderous intent, its mouth slightly open, revealing canines as sharp as daggers, and its front claws fully extended, ready to rip anything apart. The background is the depths of a damp and dim jungle. Layers of dark green broad-leaved plants and winding vines become blurred in the high-speed movement. Rotten leaves stirred up by the pounce are flying in the air. The light accurately outlines the contours of the tiger's muscles and the undulations of its fur. The whole picture presents an extremely realistic ultra-high-definition texture, creating a primitive, tense and awe-inspiring atmosphere.",
+        "seed": 8569,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_12/index_1690_seed_8569_dp_24_rank_48_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.96875,
+        "video_score2_ta": 3.0625,
+        "video_score2_mq": 3.078125,
+        "video_score2_overall": 9.125,
+        "avg": 9.109375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly elevated medium shot with a rightward pan in slow motion, featuring a white tiger lunging from the left with powerful, muscular form, snow-white fur with black stripes, dappled jungle lighting, and an ultra-high-definition, primitive-tense atmosphere. The video largely follows these cues but does not achieve the extreme ultra-HD realism or the most dynamic pacing implied by the prompt; overall alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and natural-looking lighting, with believable fur texture and muscle definition, but there are occasional softness and minor artifacts that prevent a higher-fidelity look. The sequence remains coherent and stable, though it lacks some of the dramatic polish suggested by the prompt.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures the core elements—white tiger, jungle setting, and a lunging pose with visible musculature—but several specifics are not fully realized: the exact camera angle and the intensity of the arc are not consistently conveyed, and the ultra-HD texture and the most dynamic motion described in the prompt are not achieved. The result reflects a reasonable but not perfect match to the textual description.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The tiger’s anatomy and interaction with the environment appear plausible, with believable muscle tension and predator behavior. However, some motion dynamics and lighting interactions are simplified, leaving room for minor inconsistencies in physics and scene realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.96875,
+                    "TA": 3.0625,
+                    "MQ": 3.078125,
+                    "Overall": 9.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly elevated medium shot with a rightward pan in slow motion, featuring a white tiger lunging from the left with powerful, muscular form, snow-white fur with black stripes, dappled jungle lighting, and an ultra-high-definition, primitive-tense atmosphere. The video largely follows these cues but does not achieve the extreme ultra-HD realism or the most dynamic pacing implied by the prompt; overall alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and natural-looking lighting, with believable fur texture and muscle definition, but there are occasional softness and minor artifacts that prevent a higher-fidelity look. The sequence remains coherent and stable, though it lacks some of the dramatic polish suggested by the prompt.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures the core elements—white tiger, jungle setting, and a lunging pose with visible musculature—but several specifics are not fully realized: the exact camera angle and the intensity of the arc are not consistently conveyed, and the ultra-HD texture and the most dynamic motion described in the prompt are not achieved. The result reflects a reasonable but not perfect match to the textual description.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The tiger’s anatomy and interaction with the environment appear plausible, with believable muscle tension and predator behavior. However, some motion dynamics and lighting interactions are simplified, leaving room for minor inconsistencies in physics and scene realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slightly elevated medium shot, the camera pans to the right in slow motion, closely following the moment a white tiger lunges forward from the shadows on the left side of the frame. The muscles of the beast's back and hind legs bulge like a sculpture, brimming with explosive power. Its snow-white fur is streaked with deep black stripes, and in the dappled light filtering through the jungle canopy, each hair has a silky texture, visible and clear. As its body stretches fully in mid-air, forming an elegant yet deadly arc, its amber eyes flash with cold murderous intent, its mouth slightly open, revealing canines as sharp as daggers, and its front claws fully extended, ready to rip anything apart. The background is the depths of a damp and dim jungle. Layers of dark green broad-leaved plants and winding vines become blurred in the high-speed movement. Rotten leaves stirred up by the pounce are flying in the air. The light accurately outlines the contours of the tiger's muscles and the undulations of its fur. The whole picture presents an extremely realistic ultra-high-definition texture, creating a primitive, tense and awe-inspiring atmosphere.",
+        "seed": 8570,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_12/index_1690_seed_8570_dp_24_rank_48_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.15625,
+        "video_score2_ta": 3.375,
+        "video_score2_mq": 3.171875,
+        "video_score2_overall": 9.6875,
+        "avg": 9.703125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slightly elevated medium shot, the camera pans to the right in slow motion, closely following the moment a white tiger lunges forward from the shadows on the left side of the frame. The muscles of the beast's back and hind legs bulge like a sculpture, brimming with explosive power. Its snow-white fur is streaked with deep black stripes, and in the dappled light filtering through the jungle canopy, each hair has a silky texture, visible and clear. As its body stretches fully in mid-air, forming an elegant yet deadly arc, its amber eyes flash with cold murderous intent, its mouth slightly open, revealing canines as sharp as daggers, and its front claws fully extended, ready to rip anything apart. The background is the depths of a damp and dim jungle. Layers of dark green broad-leaved plants and winding vines become blurred in the high-speed movement. Rotten leaves stirred up by the pounce are flying in the air. The light accurately outlines the contours of the tiger's muscles and the undulations of its fur. The whole picture presents an extremely realistic ultra-high-definition texture, creating a primitive, tense and awe-inspiring atmosphere.",
+                "token_credit_reward": 9.6875,
+                "selected_reward": 9.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly elevated medium shot with a rightward pan in slow motion, featuring a white tiger lunging from the shadows on the left, with muscular form, snow-white fur streaked with black stripes, dappled lighting through the canopy, and an ultra-high-definition, primitive-tense atmosphere. The video largely follows these cues but does not achieve the extreme ultra-HD realism or the most dramatic lighting described; overall alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and natural color balance, with some motion blur consistent with a fast action sequence. Lighting remains believable and the tiger’s anatomy is recognizable, but there are no standout visual refinements or exceptional sharpness that would push it higher.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures the core elements—white tiger, jungle setting, and a lunging pose with visible muscle tension—but several key aspects are under-realized: the exact camera angle and the dramatic, ultra-HD texture are not achieved, and the intensity of the implied motion is milder than described. Overall, the match is acceptable but not strong.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The tiger’s proportions and interaction with the environment feel plausible, and the motion is generally believable, though some dynamic exaggerations typical of stylized tiger depictions are present. No major anatomical or physical inconsistencies are evident, but the scene does not reach high-fidelity realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.15625,
+                    "TA": 3.375,
+                    "MQ": 3.171875,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly elevated medium shot with a rightward pan in slow motion, featuring a white tiger lunging from the shadows on the left, with muscular form, snow-white fur streaked with black stripes, dappled lighting through the canopy, and an ultra-high-definition, primitive-tense atmosphere. The video largely follows these cues but does not achieve the extreme ultra-HD realism or the most dramatic lighting described; overall alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and natural color balance, with some motion blur consistent with a fast action sequence. Lighting remains believable and the tiger’s anatomy is recognizable, but there are no standout visual refinements or exceptional sharpness that would push it higher.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures the core elements—white tiger, jungle setting, and a lunging pose with visible muscle tension—but several key aspects are under-realized: the exact camera angle and the dramatic, ultra-HD texture are not achieved, and the intensity of the implied motion is milder than described. Overall, the match is acceptable but not strong.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The tiger’s proportions and interaction with the environment feel plausible, and the motion is generally believable, though some dynamic exaggerations typical of stylized tiger depictions are present. No major anatomical or physical inconsistencies are evident, but the scene does not reach high-fidelity realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slightly elevated medium shot, the camera pans to the right in slow motion, closely following the moment a white tiger lunges forward from the shadows on the left side of the frame. The muscles of the beast's back and hind legs bulge like a sculpture, brimming with explosive power. Its snow-white fur is streaked with deep black stripes, and in the dappled light filtering through the jungle canopy, each hair has a silky texture, visible and clear. As its body stretches fully in mid-air, forming an elegant yet deadly arc, its amber eyes flash with cold murderous intent, its mouth slightly open, revealing canines as sharp as daggers, and its front claws fully extended, ready to rip anything apart. The background is the depths of a damp and dim jungle. Layers of dark green broad-leaved plants and winding vines become blurred in the high-speed movement. Rotten leaves stirred up by the pounce are flying in the air. The light accurately outlines the contours of the tiger's muscles and the undulations of its fur. The whole picture presents an extremely realistic ultra-high-definition texture, creating a primitive, tense and awe-inspiring atmosphere.",
+        "seed": 8571,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_12/index_1690_seed_8571_dp_25_rank_50_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.34375,
+        "video_score2_ta": 3.390625,
+        "video_score2_mq": 3.078125,
+        "video_score2_overall": 9.8125,
+        "avg": 9.8125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slightly elevated medium shot, the camera pans to the right in slow motion, closely following the moment a white tiger lunges forward from the shadows on the left side of the frame. The muscles of the beast's back and hind legs bulge like a sculpture, brimming with explosive power. Its snow-white fur is streaked with deep black stripes, and in the dappled light filtering through the jungle canopy, each hair has a silky texture, visible and clear. As its body stretches fully in mid-air, forming an elegant yet deadly arc, its amber eyes flash with cold murderous intent, its mouth slightly open, revealing canines as sharp as daggers, and its front claws fully extended, ready to rip anything apart. The background is the depths of a damp and dim jungle. Layers of dark green broad-leaved plants and winding vines become blurred in the high-speed movement. Rotten leaves stirred up by the pounce are flying in the air. The light accurately outlines the contours of the tiger's muscles and the undulations of its fur. The whole picture presents an extremely realistic ultra-high-definition texture, creating a primitive, tense and awe-inspiring atmosphere.",
+                "token_credit_reward": 9.8125,
+                "selected_reward": 9.8125,
+                "frame_importance": [
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+                    0.6985012292861938
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly elevated medium shot with a rightward pan in slow motion, featuring a white tiger lunging from shadows on the left, with muscular form, snow-white fur with black stripes, dappled lighting through the canopy, and an ultra-high-definition, primitive-tense atmosphere. The video largely follows these cues but does not achieve the extreme ultra-HD realism or the most dramatic lighting described; overall alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, with some motion blur that reads as intentional for a fast action sequence. There are no major distortions or artifacts, and color/contrast remain stable across shots. However, the footage does not reach the level of ultra-high-definition detail or the highly dramatic lighting implied by the prompt, which aligns with a middle-ground assessment.\n\nText-to-Video Alignment Analysis:\nAlignment is moderate (score 3). The video captures the core elements—white tiger, jungle setting, and a lunging pose with visible muscle tension and striped fur. Some specifics from the prompt, such as the exact camera angle, the intensity of the dappled lighting, and the ultra-HD texture, are not fully realized, resulting in a solid but not perfect match to the description.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The tiger’s anatomy and motion appear plausible, with believable muscle engagement and interaction with the environment. While the sequence remains coherent and credible, it does not exhibit the most extreme biomechanical precision or dynamic exaggeration suggested by the prompt, keeping the depiction within reasonable common-sense expectations.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.34375,
+                    "TA": 3.390625,
+                    "MQ": 3.078125,
+                    "Overall": 9.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly elevated medium shot with a rightward pan in slow motion, featuring a white tiger lunging from shadows on the left, with muscular form, snow-white fur with black stripes, dappled lighting through the canopy, and an ultra-high-definition, primitive-tense atmosphere. The video largely follows these cues but does not achieve the extreme ultra-HD realism or the most dramatic lighting described; overall alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, with some motion blur that reads as intentional for a fast action sequence. There are no major distortions or artifacts, and color/contrast remain stable across shots. However, the footage does not reach the level of ultra-high-definition detail or the highly dramatic lighting implied by the prompt, which aligns with a middle-ground assessment.\n\nText-to-Video Alignment Analysis:\nAlignment is moderate (score 3). The video captures the core elements—white tiger, jungle setting, and a lunging pose with visible muscle tension and striped fur. Some specifics from the prompt, such as the exact camera angle, the intensity of the dappled lighting, and the ultra-HD texture, are not fully realized, resulting in a solid but not perfect match to the description.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The tiger’s anatomy and motion appear plausible, with believable muscle engagement and interaction with the environment. While the sequence remains coherent and credible, it does not exhibit the most extreme biomechanical precision or dynamic exaggeration suggested by the prompt, keeping the depiction within reasonable common-sense expectations.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slightly elevated medium shot, the camera pans to the right in slow motion, closely following the moment a white tiger lunges forward from the shadows on the left side of the frame. The muscles of the beast's back and hind legs bulge like a sculpture, brimming with explosive power. Its snow-white fur is streaked with deep black stripes, and in the dappled light filtering through the jungle canopy, each hair has a silky texture, visible and clear. As its body stretches fully in mid-air, forming an elegant yet deadly arc, its amber eyes flash with cold murderous intent, its mouth slightly open, revealing canines as sharp as daggers, and its front claws fully extended, ready to rip anything apart. The background is the depths of a damp and dim jungle. Layers of dark green broad-leaved plants and winding vines become blurred in the high-speed movement. Rotten leaves stirred up by the pounce are flying in the air. The light accurately outlines the contours of the tiger's muscles and the undulations of its fur. The whole picture presents an extremely realistic ultra-high-definition texture, creating a primitive, tense and awe-inspiring atmosphere.",
+        "seed": 8572,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_12/index_1690_seed_8572_dp_25_rank_50_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.34375,
+        "video_score2_ta": 3.203125,
+        "video_score2_mq": 3.0625,
+        "video_score2_overall": 9.625,
+        "avg": 9.609375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slightly elevated medium shot, the camera pans to the right in slow motion, closely following the moment a white tiger lunges forward from the shadows on the left side of the frame. The muscles of the beast's back and hind legs bulge like a sculpture, brimming with explosive power. Its snow-white fur is streaked with deep black stripes, and in the dappled light filtering through the jungle canopy, each hair has a silky texture, visible and clear. As its body stretches fully in mid-air, forming an elegant yet deadly arc, its amber eyes flash with cold murderous intent, its mouth slightly open, revealing canines as sharp as daggers, and its front claws fully extended, ready to rip anything apart. The background is the depths of a damp and dim jungle. Layers of dark green broad-leaved plants and winding vines become blurred in the high-speed movement. Rotten leaves stirred up by the pounce are flying in the air. The light accurately outlines the contours of the tiger's muscles and the undulations of its fur. The whole picture presents an extremely realistic ultra-high-definition texture, creating a primitive, tense and awe-inspiring atmosphere.",
+                "token_credit_reward": 9.625,
+                "selected_reward": 9.625,
+                "frame_importance": [
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+                    0.21755452454090118
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+                "top_frames": [
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly elevated medium shot with a rightward slow-motion pan, featuring a white tiger lunging from the left with powerful, muscular form, snow-white fur with black stripes, dappled jungle lighting, and an ultra-high-definition, primitive-tense atmosphere. The video largely follows these cues but does not achieve the extreme ultra-HD realism or the most dynamic pacing implied by the prompt; overall alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and natural-looking lighting, with believable fur texture and muscle definition, but there are occasional minor artifacts and slight softness that prevent a higher-fidelity impression. The sequence remains coherent and stable, though it lacks some of the dramatic polish suggested by the prompt.\n\nText-to-Video Alignment Analysis:\nAlignment is moderate (score 3). The video captures several key elements such as the white tiger, jungle setting, and a lunging pose with visible claws and teeth. However, certain aspects described in the prompt—most notably the extreme ultra-HD texture and the highly dynamic, high-speed motion—are not fully realized, resulting in a partial match to the original description.\n\nPhysical/Common-sense Consistency Analysis:\nPhysical consistency is moderate (score 3). The tiger’s anatomy and interaction with the environment appear plausible, with believable muscle tension and predatory posture. Some minor inconsistencies in motion dynamics and lighting transitions exist, preventing a stronger sense of realism, but no major anatomical errors are evident.\n\nGround-truth scores: Visual Quality = 3; Text-to-Video Alignment = 3; Physical Consistency = 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.34375,
+                    "TA": 3.203125,
+                    "MQ": 3.0625,
+                    "Overall": 9.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly elevated medium shot with a rightward slow-motion pan, featuring a white tiger lunging from the left with powerful, muscular form, snow-white fur with black stripes, dappled jungle lighting, and an ultra-high-definition, primitive-tense atmosphere. The video largely follows these cues but does not achieve the extreme ultra-HD realism or the most dynamic pacing implied by the prompt; overall alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and natural-looking lighting, with believable fur texture and muscle definition, but there are occasional minor artifacts and slight softness that prevent a higher-fidelity impression. The sequence remains coherent and stable, though it lacks some of the dramatic polish suggested by the prompt.\n\nText-to-Video Alignment Analysis:\nAlignment is moderate (score 3). The video captures several key elements such as the white tiger, jungle setting, and a lunging pose with visible claws and teeth. However, certain aspects described in the prompt—most notably the extreme ultra-HD texture and the highly dynamic, high-speed motion—are not fully realized, resulting in a partial match to the original description.\n\nPhysical/Common-sense Consistency Analysis:\nPhysical consistency is moderate (score 3). The tiger’s anatomy and interaction with the environment appear plausible, with believable muscle tension and predatory posture. Some minor inconsistencies in motion dynamics and lighting transitions exist, preventing a stronger sense of realism, but no major anatomical errors are evident.\n\nGround-truth scores: Visual Quality = 3; Text-to-Video Alignment = 3; Physical Consistency = 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_13/index_tensor([5249, 5249])_group_13_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_13/index_tensor([5249, 5249])_group_13_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..74e87698bd72fc04f0ee85c6f11cc0dedd0f7f6c
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_13/index_tensor([5249, 5249])_group_13_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "In a seamless, single-shot, long shot, the camera begins with a sweeping aerial perspective, parallel to a massive space elevator cabin, gracefully descending alongside it. This streamlined, multi-layered observation module, constructed of polished white composite materials, its vast, panoramic obsidian windows reflecting the surrounding light, descends steadily along a vast, shimmering cable that extends from the deep blue of the upper atmosphere, connecting heaven and earth. It penetrates a vast sea of clouds, etched with the setting sun. The upper layers burn a brilliant gold, while the lower layers are bathed in soft lavender and deep violet. The module gently pushes aside these cotton-like, fluffy cloud banks as it descends, creating a fleeting swirl of mist around it. In Makoto Shinkai's signature aesthetic, dreamy pillars of light—magnificent rayon rays—pierce through the gaps in the clouds, suffusing the frame with breathtaking lens flares and atmospheric haze effects, creating an otherworldly atmosphere of tranquility, grandeur, and poetry. The entire descent is imbued with a solemn and serene beauty.",
+        "seed": 1741,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_13/index_5249_seed_1741_dp_26_rank_52_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.53125,
+        "video_score2_ta": 2.625,
+        "video_score2_mq": 3.890625,
+        "video_score2_overall": 10.0625,
+        "avg": 10.046875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a seamless, single-shot, long shot, the camera begins with a sweeping aerial perspective, parallel to a massive space elevator cabin, gracefully descending alongside it. This streamlined, multi-layered observation module, constructed of polished white composite materials, its vast, panoramic obsidian windows reflecting the surrounding light, descends steadily along a vast, shimmering cable that extends from the deep blue of the upper atmosphere, connecting heaven and earth. It penetrates a vast sea of clouds, etched with the setting sun. The upper layers burn a brilliant gold, while the lower layers are bathed in soft lavender and deep violet. The module gently pushes aside these cotton-like, fluffy cloud banks as it descends, creating a fleeting swirl of mist around it. In Makoto Shinkai's signature aesthetic, dreamy pillars of light—magnificent rayon rays—pierce through the gaps in the clouds, suffusing the frame with breathtaking lens flares and atmospheric haze effects, creating an otherworldly atmosphere of tranquility, grandeur, and poetry. The entire descent is imbued with a solemn and serene beauty.",
+                "token_credit_reward": 10.0625,
+                "selected_reward": 10.0625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a seamless, single-shot, long shot where a camera begins with a sweeping aerial perspective, then descends beside a massive space elevator cabin. The cabin is described as a streamlined, multi-layered observation module made of polished white composite materials with vast, panoramic obsidian windows reflecting light. It descends along a shimmering cable extending from the deep blue upper atmosphere, penetrating a vast sea of clouds with a setting sun. The upper layers are gold, the lower layers lavender and deep violet. The scene should include dreamy pillars of light, magnificent rayon rays, and atmospheric haze effects, all conveying a tranquil yet grandiose mood.\n\nVisual Quality Analysis:\nThe frames show solid rendering with clear details and cohesive color grading. The lighting and atmospheric effects are well-executed, and the overall composition remains stable across shots. However, the sequence reads as relatively static, with limited motion between frames, which reduces the sense of dynamic progression. Overall, Visual Quality is strong but not perfect (4/5).\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and what is depicted. The video does not clearly realize the sweeping aerial descent or the multi-layered cabin with white composite materials and obsidian windows. The visible structure reads more like a tower or bridge rather than a sleek, layered cabin, and the distinctive gold-to-purple atmospheric gradient is only partially realized. The dreamy pillars of light and the intense atmospheric effects are present but do not fully align with the described scene. Overall alignment is moderate (3/5).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and consistent lighting, with no obvious physics violations. The static framing and lack of kinetic movement reduce the perceived realism of a dynamic descent, but the core geometry and illumination remain coherent. Overall, Physical Consistency is acceptable (3/5).\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.53125,
+                    "TA": 2.625,
+                    "MQ": 3.890625,
+                    "Overall": 10.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a seamless, single-shot, long shot where a camera begins with a sweeping aerial perspective, then descends beside a massive space elevator cabin. The cabin is described as a streamlined, multi-layered observation module made of polished white composite materials with vast, panoramic obsidian windows reflecting light. It descends along a shimmering cable extending from the deep blue upper atmosphere, penetrating a vast sea of clouds with a setting sun. The upper layers are gold, the lower layers lavender and deep violet. The scene should include dreamy pillars of light, magnificent rayon rays, and atmospheric haze effects, all conveying a tranquil yet grandiose mood.\n\nVisual Quality Analysis:\nThe frames show solid rendering with clear details and cohesive color grading. The lighting and atmospheric effects are well-executed, and the overall composition remains stable across shots. However, the sequence reads as relatively static, with limited motion between frames, which reduces the sense of dynamic progression. Overall, Visual Quality is strong but not perfect (4/5).\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and what is depicted. The video does not clearly realize the sweeping aerial descent or the multi-layered cabin with white composite materials and obsidian windows. The visible structure reads more like a tower or bridge rather than a sleek, layered cabin, and the distinctive gold-to-purple atmospheric gradient is only partially realized. The dreamy pillars of light and the intense atmospheric effects are present but do not fully align with the described scene. Overall alignment is moderate (3/5).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and consistent lighting, with no obvious physics violations. The static framing and lack of kinetic movement reduce the perceived realism of a dynamic descent, but the core geometry and illumination remain coherent. Overall, Physical Consistency is acceptable (3/5).\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a seamless, single-shot, long shot, the camera begins with a sweeping aerial perspective, parallel to a massive space elevator cabin, gracefully descending alongside it. This streamlined, multi-layered observation module, constructed of polished white composite materials, its vast, panoramic obsidian windows reflecting the surrounding light, descends steadily along a vast, shimmering cable that extends from the deep blue of the upper atmosphere, connecting heaven and earth. It penetrates a vast sea of clouds, etched with the setting sun. The upper layers burn a brilliant gold, while the lower layers are bathed in soft lavender and deep violet. The module gently pushes aside these cotton-like, fluffy cloud banks as it descends, creating a fleeting swirl of mist around it. In Makoto Shinkai's signature aesthetic, dreamy pillars of light—magnificent rayon rays—pierce through the gaps in the clouds, suffusing the frame with breathtaking lens flares and atmospheric haze effects, creating an otherworldly atmosphere of tranquility, grandeur, and poetry. The entire descent is imbued with a solemn and serene beauty.",
+        "seed": 1742,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_13/index_5249_seed_1742_dp_26_rank_52_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.234375,
+        "video_score2_ta": 2.25,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 8.5,
+        "avg": 8.484375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a seamless, single-shot, long shot, the camera begins with a sweeping aerial perspective, parallel to a massive space elevator cabin, gracefully descending alongside it. This streamlined, multi-layered observation module, constructed of polished white composite materials, its vast, panoramic obsidian windows reflecting the surrounding light, descends steadily along a vast, shimmering cable that extends from the deep blue of the upper atmosphere, connecting heaven and earth. It penetrates a vast sea of clouds, etched with the setting sun. The upper layers burn a brilliant gold, while the lower layers are bathed in soft lavender and deep violet. The module gently pushes aside these cotton-like, fluffy cloud banks as it descends, creating a fleeting swirl of mist around it. In Makoto Shinkai's signature aesthetic, dreamy pillars of light—magnificent rayon rays—pierce through the gaps in the clouds, suffusing the frame with breathtaking lens flares and atmospheric haze effects, creating an otherworldly atmosphere of tranquility, grandeur, and poetry. The entire descent is imbued with a solemn and serene beauty.",
+                "token_credit_reward": 8.5,
+                "selected_reward": 8.5,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a seamless, single-shot, long shot where a camera begins with a sweeping aerial perspective, then descends alongside a massive space elevator cabin. The cabin is described as a streamlined, multi-layered observation module constructed of polished white composite materials with vast, panoramic obsidian windows reflecting surrounding light. It descends along a vast shimmering cable extending from the deep blue of the upper atmosphere, penetrating a vast sea of clouds with a setting sun. The upper layers are gold, the lower layers lavender and deep violet. The scene should include dreamy pillars of light, magnificent rayon rays, and atmospheric haze effects, all conveying a tranquil yet grandiose mood.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear rendering of the space elevator and sky elements, but there are occasional minor artifacts and slight inconsistencies in lighting or color grading across frames. The imagery remains coherent and aesthetically pleasing, with no major distortions or instability, though it does not reach high-end polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). While some aspects align (aerial perspective, descent, presence of a cable and atmospheric haze), several key details diverge: the cabin appears dark rather than white composite; the windows do not clearly reflect surrounding light; the color palette and lighting cues do not consistently match the described gold upper layers and lavender/violet tones; the overall mood leans toward a more dramatic interpretation rather than the serene, tranquil tone implied by the prompt. The result captures some structural elements but misses important descriptive nuances.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships, lighting direction, and atmospheric effects, with no obvious violations of basic physics. Some artistic liberties are present, but they do not undermine overall coherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.234375,
+                    "TA": 2.25,
+                    "MQ": 3.0,
+                    "Overall": 8.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a seamless, single-shot, long shot where a camera begins with a sweeping aerial perspective, then descends alongside a massive space elevator cabin. The cabin is described as a streamlined, multi-layered observation module constructed of polished white composite materials with vast, panoramic obsidian windows reflecting surrounding light. It descends along a vast shimmering cable extending from the deep blue of the upper atmosphere, penetrating a vast sea of clouds with a setting sun. The upper layers are gold, the lower layers lavender and deep violet. The scene should include dreamy pillars of light, magnificent rayon rays, and atmospheric haze effects, all conveying a tranquil yet grandiose mood.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear rendering of the space elevator and sky elements, but there are occasional minor artifacts and slight inconsistencies in lighting or color grading across frames. The imagery remains coherent and aesthetically pleasing, with no major distortions or instability, though it does not reach high-end polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). While some aspects align (aerial perspective, descent, presence of a cable and atmospheric haze), several key details diverge: the cabin appears dark rather than white composite; the windows do not clearly reflect surrounding light; the color palette and lighting cues do not consistently match the described gold upper layers and lavender/violet tones; the overall mood leans toward a more dramatic interpretation rather than the serene, tranquil tone implied by the prompt. The result captures some structural elements but misses important descriptive nuances.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships, lighting direction, and atmospheric effects, with no obvious violations of basic physics. Some artistic liberties are present, but they do not undermine overall coherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a seamless, single-shot, long shot, the camera begins with a sweeping aerial perspective, parallel to a massive space elevator cabin, gracefully descending alongside it. This streamlined, multi-layered observation module, constructed of polished white composite materials, its vast, panoramic obsidian windows reflecting the surrounding light, descends steadily along a vast, shimmering cable that extends from the deep blue of the upper atmosphere, connecting heaven and earth. It penetrates a vast sea of clouds, etched with the setting sun. The upper layers burn a brilliant gold, while the lower layers are bathed in soft lavender and deep violet. The module gently pushes aside these cotton-like, fluffy cloud banks as it descends, creating a fleeting swirl of mist around it. In Makoto Shinkai's signature aesthetic, dreamy pillars of light—magnificent rayon rays—pierce through the gaps in the clouds, suffusing the frame with breathtaking lens flares and atmospheric haze effects, creating an otherworldly atmosphere of tranquility, grandeur, and poetry. The entire descent is imbued with a solemn and serene beauty.",
+        "seed": 1743,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_13/index_5249_seed_1743_dp_27_rank_54_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.078125,
+        "video_score2_ta": 2.8125,
+        "video_score2_mq": 3.25,
+        "video_score2_overall": 9.125,
+        "avg": 9.140625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a seamless, single-shot, long shot, the camera begins with a sweeping aerial perspective, parallel to a massive space elevator cabin, gracefully descending alongside it. This streamlined, multi-layered observation module, constructed of polished white composite materials, its vast, panoramic obsidian windows reflecting the surrounding light, descends steadily along a vast, shimmering cable that extends from the deep blue of the upper atmosphere, connecting heaven and earth. It penetrates a vast sea of clouds, etched with the setting sun. The upper layers burn a brilliant gold, while the lower layers are bathed in soft lavender and deep violet. The module gently pushes aside these cotton-like, fluffy cloud banks as it descends, creating a fleeting swirl of mist around it. In Makoto Shinkai's signature aesthetic, dreamy pillars of light—magnificent rayon rays—pierce through the gaps in the clouds, suffusing the frame with breathtaking lens flares and atmospheric haze effects, creating an otherworldly atmosphere of tranquility, grandeur, and poetry. The entire descent is imbued with a solemn and serene beauty.",
+                "token_credit_reward": 9.125,
+                "selected_reward": 9.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a seamless, single-shot, long shot where a camera begins with a sweeping aerial perspective, then descends beside a massive space elevator cabin. The cabin is described as a streamlined, multi-layered observation module with polished white composite materials, vast obsidian windows, and a descent along a shimmering cable extending from the upper atmosphere to the clouds. The scene should include a sea of clouds, a setting sun, upper layers with gold tones, and lower layers with lavender and deep violet hues. The camera should push aside cloud banks, create a swirling mist, and feature Makoto Shinkai–style lighting with rayon rays and atmospheric haze to evoke an otherworldly mood.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but exhibit some compression artifacts and mild noise, which slightly reduce sharpness. The color palette remains vibrant with warm golds and cool purples, and lighting effects are present, though not consistently refined across all frames. The sequence maintains a cohesive atmosphere, but there are occasional inconsistencies in detail and polish that prevent a higher rating.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a sweeping aerial perspective, a large cylindrical structure, a descent, and a cloudy sky with atmospheric lighting. However, certain aspects are not perfectly realized: the multi-layered appearance of the cabin is not clearly conveyed, and the exact material properties and window characteristics are not always explicit. The overall mood aligns with the intended aesthetic, but a few details could be more faithfully rendered to reach perfect fidelity.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene presents plausible spatial relationships and atmospheric effects, with believable lighting and motion cues. Some aspects feel stylized or simplified, such as the uniform cloud behavior and the precise interaction between the structure and the environment. While coherent, the depiction does not fully commit to strict physical realism throughout.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.078125,
+                    "TA": 2.8125,
+                    "MQ": 3.25,
+                    "Overall": 9.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a seamless, single-shot, long shot where a camera begins with a sweeping aerial perspective, then descends beside a massive space elevator cabin. The cabin is described as a streamlined, multi-layered observation module with polished white composite materials, vast obsidian windows, and a descent along a shimmering cable extending from the upper atmosphere to the clouds. The scene should include a sea of clouds, a setting sun, upper layers with gold tones, and lower layers with lavender and deep violet hues. The camera should push aside cloud banks, create a swirling mist, and feature Makoto Shinkai–style lighting with rayon rays and atmospheric haze to evoke an otherworldly mood.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but exhibit some compression artifacts and mild noise, which slightly reduce sharpness. The color palette remains vibrant with warm golds and cool purples, and lighting effects are present, though not consistently refined across all frames. The sequence maintains a cohesive atmosphere, but there are occasional inconsistencies in detail and polish that prevent a higher rating.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a sweeping aerial perspective, a large cylindrical structure, a descent, and a cloudy sky with atmospheric lighting. However, certain aspects are not perfectly realized: the multi-layered appearance of the cabin is not clearly conveyed, and the exact material properties and window characteristics are not always explicit. The overall mood aligns with the intended aesthetic, but a few details could be more faithfully rendered to reach perfect fidelity.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene presents plausible spatial relationships and atmospheric effects, with believable lighting and motion cues. Some aspects feel stylized or simplified, such as the uniform cloud behavior and the precise interaction between the structure and the environment. While coherent, the depiction does not fully commit to strict physical realism throughout.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a seamless, single-shot, long shot, the camera begins with a sweeping aerial perspective, parallel to a massive space elevator cabin, gracefully descending alongside it. This streamlined, multi-layered observation module, constructed of polished white composite materials, its vast, panoramic obsidian windows reflecting the surrounding light, descends steadily along a vast, shimmering cable that extends from the deep blue of the upper atmosphere, connecting heaven and earth. It penetrates a vast sea of clouds, etched with the setting sun. The upper layers burn a brilliant gold, while the lower layers are bathed in soft lavender and deep violet. The module gently pushes aside these cotton-like, fluffy cloud banks as it descends, creating a fleeting swirl of mist around it. In Makoto Shinkai's signature aesthetic, dreamy pillars of light—magnificent rayon rays—pierce through the gaps in the clouds, suffusing the frame with breathtaking lens flares and atmospheric haze effects, creating an otherworldly atmosphere of tranquility, grandeur, and poetry. The entire descent is imbued with a solemn and serene beauty.",
+        "seed": 1744,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_13/index_5249_seed_1744_dp_27_rank_54_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.4375,
+        "video_score2_ta": 3.203125,
+        "video_score2_mq": 3.78125,
+        "video_score2_overall": 10.375,
+        "avg": 10.421875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a seamless, single-shot, long shot, the camera begins with a sweeping aerial perspective, parallel to a massive space elevator cabin, gracefully descending alongside it. This streamlined, multi-layered observation module, constructed of polished white composite materials, its vast, panoramic obsidian windows reflecting the surrounding light, descends steadily along a vast, shimmering cable that extends from the deep blue of the upper atmosphere, connecting heaven and earth. It penetrates a vast sea of clouds, etched with the setting sun. The upper layers burn a brilliant gold, while the lower layers are bathed in soft lavender and deep violet. The module gently pushes aside these cotton-like, fluffy cloud banks as it descends, creating a fleeting swirl of mist around it. In Makoto Shinkai's signature aesthetic, dreamy pillars of light—magnificent rayon rays—pierce through the gaps in the clouds, suffusing the frame with breathtaking lens flares and atmospheric haze effects, creating an otherworldly atmosphere of tranquility, grandeur, and poetry. The entire descent is imbued with a solemn and serene beauty.",
+                "token_credit_reward": 10.375,
+                "selected_reward": 10.375,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a seamless, single-shot, long shot where a camera begins with a sweeping aerial perspective, then descends alongside a massive space elevator cabin. The cabin is described as a streamlined, multi-layered observation module constructed of polished white composite materials with vast, panoramic obsidian windows reflecting surrounding light. It descends along a shimmering cable extending from the deep blue upper atmosphere, penetrating a vast sea of clouds with a setting sun. The upper layers are gold, the lower layers lavender and deep violet. The scene should include Makoto Shinkai's signature aesthetic with dreamy pillars of light, magnificent rayon rays, and atmospheric haze effects, culminating in a tranquil yet grand descent.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear details on the cabin and atmospheric effects. Lighting and color grading are generally strong, and the overall composition remains coherent across shots. However, there are occasional minor inconsistencies in lighting transitions and some background elements that prevent a flawless presentation. Overall, Visual Quality is solid but not perfect (score 4).\n\nText-to-Video Alignment Analysis:\nThe video captures several key aspects of the prompt, including a sweeping aerial perspective, a large cylindrical cabin, a visible cable connection, and a descent through layered atmospheric colors. However, certain prompt specifics are not fully realized: the multi-layered appearance of the cabin is not strongly conveyed, the white composite material is not clearly depicted, and the explicit notion of pushing aside cloud banks is only partially represented. The result is a moderate alignment overall (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physics for a controlled descent within an atmospheric environment, with consistent lighting and shading. Some stylized elements (e.g., uniform cloud layering and dramatic lighting) introduce mild deviations from strict real-world physics, but they do not break coherence. Overall, Physical/Common-sense Consistency is acceptable (score 3).\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.4375,
+                    "TA": 3.203125,
+                    "MQ": 3.78125,
+                    "Overall": 10.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a seamless, single-shot, long shot where a camera begins with a sweeping aerial perspective, then descends alongside a massive space elevator cabin. The cabin is described as a streamlined, multi-layered observation module constructed of polished white composite materials with vast, panoramic obsidian windows reflecting surrounding light. It descends along a shimmering cable extending from the deep blue upper atmosphere, penetrating a vast sea of clouds with a setting sun. The upper layers are gold, the lower layers lavender and deep violet. The scene should include Makoto Shinkai's signature aesthetic with dreamy pillars of light, magnificent rayon rays, and atmospheric haze effects, culminating in a tranquil yet grand descent.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear details on the cabin and atmospheric effects. Lighting and color grading are generally strong, and the overall composition remains coherent across shots. However, there are occasional minor inconsistencies in lighting transitions and some background elements that prevent a flawless presentation. Overall, Visual Quality is solid but not perfect (score 4).\n\nText-to-Video Alignment Analysis:\nThe video captures several key aspects of the prompt, including a sweeping aerial perspective, a large cylindrical cabin, a visible cable connection, and a descent through layered atmospheric colors. However, certain prompt specifics are not fully realized: the multi-layered appearance of the cabin is not strongly conveyed, the white composite material is not clearly depicted, and the explicit notion of pushing aside cloud banks is only partially represented. The result is a moderate alignment overall (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physics for a controlled descent within an atmospheric environment, with consistent lighting and shading. Some stylized elements (e.g., uniform cloud layering and dramatic lighting) introduce mild deviations from strict real-world physics, but they do not break coherence. Overall, Physical/Common-sense Consistency is acceptable (score 3).\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_14/index_tensor([3105, 3105])_group_14_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_14/index_tensor([3105, 3105])_group_14_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..65c9428354130c5b3939a1873ef75ecd68543891
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_14/index_tensor([3105, 3105])_group_14_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "In a medium shot shot from a low angle, the camera slowly pans to the right as the door of a heavy black limousine swings outward. In Annie Leibovitz's signature dramatic lighting style, a soft, directional light sculpts the interior. First, a pair of polished black Oxford leather shoes catch the eye, firmly planted on the rain-soaked asphalt, reflecting the shimmering city lights. Then, a man in an impeccably tailored charcoal-gray worsted wool suit steps out of the car with poise and composure, his stance imbued with fluidity and power. The suit's refined fabric is clearly visible in the light, complementing the car's mirror-smooth, flowing black paint, creating a delicate dialogue of textures. He wears a crisp white shirt and a deep burgundy silk tie, meticulously detailing his attire and highlighting his distinguished status. As he gently closed the car door with one hand, making a dull and pleasant sound, the camera froze on his resolute profile, with the background being the city streets shrouded in twilight. The neon lights and car lights in the distance turned into a hazy light spot in the humid air. The whole picture was filled with a cinematic sense of narrative and a restrained, poised aura of authority.",
+        "seed": 11872,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_14/index_3105_seed_11872_dp_28_rank_56_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.203125,
+        "video_score2_ta": 2.171875,
+        "video_score2_mq": 2.796875,
+        "video_score2_overall": 8.1875,
+        "avg": 8.171875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a medium shot shot from a low angle, the camera slowly pans to the right as the door of a heavy black limousine swings outward. In Annie Leibovitz's signature dramatic lighting style, a soft, directional light sculpts the interior. First, a pair of polished black Oxford leather shoes catch the eye, firmly planted on the rain-soaked asphalt, reflecting the shimmering city lights. Then, a man in an impeccably tailored charcoal-gray worsted wool suit steps out of the car with poise and composure, his stance imbued with fluidity and power. The suit's refined fabric is clearly visible in the light, complementing the car's mirror-smooth, flowing black paint, creating a delicate dialogue of textures. He wears a crisp white shirt and a deep burgundy silk tie, meticulously detailing his attire and highlighting his distinguished status. As he gently closed the car door with one hand, making a dull and pleasant sound, the camera froze on his resolute profile, with the background being the city streets shrouded in twilight. The neon lights and car lights in the distance turned into a hazy light spot in the humid air. The whole picture was filled with a cinematic sense of narrative and a restrained, poised aura of authority.",
+                "token_credit_reward": 8.1875,
+                "selected_reward": 8.1875,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a sequence where a man exits a black limousine at night with dramatic lighting and a specific wardrobe, culminating in a poised, authoritative moment. The video, however, does not realize these events: there is no visible exit, no door swing, and no explicit action corresponding to the described sequence. The overall narrative progression is missing, resulting in a substantial mismatch between the prompt and the footage.\n\nVisual Quality Analysis:\nAcross the frames, visual quality is moderate. There are some artifacts and uneven sharpness, but the footage remains legible and coherent enough to convey basic shapes and colors. Lighting is inconsistent and occasionally harsh, yet it does not render the scene unusable. Overall, the video presents a middling level of visual fidelity rather than high-end production value.\n\nText-to-Video Alignment Analysis:\nThere is a severe misalignment with the prompt. The video shows a man inside a car with no evidence of the described actions (no door opening, no exiting, no sequence progression). The core narrative elements are absent, producing a near-total failure to align with the requested scenario.\n\nPhysical Consistency Analysis:\nThe scene maintains basic physical plausibility: the man’s posture and the car interior appear believable, and lighting interactions are generally coherent. However, due to the lack of motion and interaction, several expected physical cues from the prompt are not demonstrated, leaving only a minimal level of common-sense consistency.\n\nOverall assessment:\nThe video exhibits moderate visual quality, severe misalignment with the textual prompt, and only limited physical consistency. These factors collectively indicate notable shortcomings across the evaluated dimensions.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 3.203125,
+                    "TA": 2.171875,
+                    "MQ": 2.796875,
+                    "Overall": 8.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a sequence where a man exits a black limousine at night with dramatic lighting and a specific wardrobe, culminating in a poised, authoritative moment. The video, however, does not realize these events: there is no visible exit, no door swing, and no explicit action corresponding to the described sequence. The overall narrative progression is missing, resulting in a substantial mismatch between the prompt and the footage.\n\nVisual Quality Analysis:\nAcross the frames, visual quality is moderate. There are some artifacts and uneven sharpness, but the footage remains legible and coherent enough to convey basic shapes and colors. Lighting is inconsistent and occasionally harsh, yet it does not render the scene unusable. Overall, the video presents a middling level of visual fidelity rather than high-end production value.\n\nText-to-Video Alignment Analysis:\nThere is a severe misalignment with the prompt. The video shows a man inside a car with no evidence of the described actions (no door opening, no exiting, no sequence progression). The core narrative elements are absent, producing a near-total failure to align with the requested scenario.\n\nPhysical Consistency Analysis:\nThe scene maintains basic physical plausibility: the man’s posture and the car interior appear believable, and lighting interactions are generally coherent. However, due to the lack of motion and interaction, several expected physical cues from the prompt are not demonstrated, leaving only a minimal level of common-sense consistency.\n\nOverall assessment:\nThe video exhibits moderate visual quality, severe misalignment with the textual prompt, and only limited physical consistency. These factors collectively indicate notable shortcomings across the evaluated dimensions.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "In a medium shot shot from a low angle, the camera slowly pans to the right as the door of a heavy black limousine swings outward. In Annie Leibovitz's signature dramatic lighting style, a soft, directional light sculpts the interior. First, a pair of polished black Oxford leather shoes catch the eye, firmly planted on the rain-soaked asphalt, reflecting the shimmering city lights. Then, a man in an impeccably tailored charcoal-gray worsted wool suit steps out of the car with poise and composure, his stance imbued with fluidity and power. The suit's refined fabric is clearly visible in the light, complementing the car's mirror-smooth, flowing black paint, creating a delicate dialogue of textures. He wears a crisp white shirt and a deep burgundy silk tie, meticulously detailing his attire and highlighting his distinguished status. As he gently closed the car door with one hand, making a dull and pleasant sound, the camera froze on his resolute profile, with the background being the city streets shrouded in twilight. The neon lights and car lights in the distance turned into a hazy light spot in the humid air. The whole picture was filled with a cinematic sense of narrative and a restrained, poised aura of authority.",
+        "seed": 11873,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_14/index_3105_seed_11873_dp_28_rank_56_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.046875,
+        "video_score2_ta": 2.125,
+        "video_score2_mq": 3.015625,
+        "video_score2_overall": 8.1875,
+        "avg": 8.1875,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "In a medium shot shot from a low angle, the camera slowly pans to the right as the door of a heavy black limousine swings outward. In Annie Leibovitz's signature dramatic lighting style, a soft, directional light sculpts the interior. First, a pair of polished black Oxford leather shoes catch the eye, firmly planted on the rain-soaked asphalt, reflecting the shimmering city lights. Then, a man in an impeccably tailored charcoal-gray worsted wool suit steps out of the car with poise and composure, his stance imbued with fluidity and power. The suit's refined fabric is clearly visible in the light, complementing the car's mirror-smooth, flowing black paint, creating a delicate dialogue of textures. He wears a crisp white shirt and a deep burgundy silk tie, meticulously detailing his attire and highlighting his distinguished status. As he gently closed the car door with one hand, making a dull and pleasant sound, the camera froze on his resolute profile, with the background being the city streets shrouded in twilight. The neon lights and car lights in the distance turned into a hazy light spot in the humid air. The whole picture was filled with a cinematic sense of narrative and a restrained, poised aura of authority.",
+                "token_credit_reward": 8.1875,
+                "selected_reward": 8.1875,
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a sequence where a man exits a black limousine at night with dramatic lighting, wearing a charcoal-gray worsted wool suit, white shirt, and burgundy silk tie, with a smooth, composed exit and a door closing gesture captured in a cinematic twilight mood. The frames do not fully realize these details; the narrative elements are only partially represented, resulting in limited alignment with the prompt.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the subject, but there are noticeable inconsistencies in lighting and color grading across shots, occasional motion blur, and some artifacts that reduce cohesion. The lighting is not consistently dramatic or cinematic, and transitions between shots feel abrupt rather than seamless. While individual frames are acceptable, the overall video quality remains average due to these technical shortcomings.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). The video includes a person in a dark suit and a nighttime setting, but key prompt elements are missing or underrepresented: there is no visible door swinging outward, no shoe detail on wet asphalt, and no explicit door-closing action. The dramatic lighting and the specific sequence described in the prompt are not convincingly realized, leading to notable gaps between the textual description and the visual content.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible human proportions and a believable environment, with coherent lighting and reflections. However, minor inconsistencies in motion continuity and lighting transitions introduce small breaks in realism, preventing a higher score.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.046875,
+                    "TA": 2.125,
+                    "MQ": 3.015625,
+                    "Overall": 8.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a sequence where a man exits a black limousine at night with dramatic lighting, wearing a charcoal-gray worsted wool suit, white shirt, and burgundy silk tie, with a smooth, composed exit and a door closing gesture captured in a cinematic twilight mood. The frames do not fully realize these details; the narrative elements are only partially represented, resulting in limited alignment with the prompt.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the subject, but there are noticeable inconsistencies in lighting and color grading across shots, occasional motion blur, and some artifacts that reduce cohesion. The lighting is not consistently dramatic or cinematic, and transitions between shots feel abrupt rather than seamless. While individual frames are acceptable, the overall video quality remains average due to these technical shortcomings.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). The video includes a person in a dark suit and a nighttime setting, but key prompt elements are missing or underrepresented: there is no visible door swinging outward, no shoe detail on wet asphalt, and no explicit door-closing action. The dramatic lighting and the specific sequence described in the prompt are not convincingly realized, leading to notable gaps between the textual description and the visual content.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible human proportions and a believable environment, with coherent lighting and reflections. However, minor inconsistencies in motion continuity and lighting transitions introduce small breaks in realism, preventing a higher score.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a medium shot shot from a low angle, the camera slowly pans to the right as the door of a heavy black limousine swings outward. In Annie Leibovitz's signature dramatic lighting style, a soft, directional light sculpts the interior. First, a pair of polished black Oxford leather shoes catch the eye, firmly planted on the rain-soaked asphalt, reflecting the shimmering city lights. Then, a man in an impeccably tailored charcoal-gray worsted wool suit steps out of the car with poise and composure, his stance imbued with fluidity and power. The suit's refined fabric is clearly visible in the light, complementing the car's mirror-smooth, flowing black paint, creating a delicate dialogue of textures. He wears a crisp white shirt and a deep burgundy silk tie, meticulously detailing his attire and highlighting his distinguished status. As he gently closed the car door with one hand, making a dull and pleasant sound, the camera froze on his resolute profile, with the background being the city streets shrouded in twilight. The neon lights and car lights in the distance turned into a hazy light spot in the humid air. The whole picture was filled with a cinematic sense of narrative and a restrained, poised aura of authority.",
+        "seed": 11874,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_14/index_3105_seed_11874_dp_29_rank_58_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a scene where a man exits a black limousine at night with dramatic lighting and a cinematic mood. The sequence includes a low-angle medium shot, a rightward pan, a visible door swing, and a detailed description of the man’s attire and the urban setting. The overall intent is clear and consistent with a high-end production aesthetic.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The resolution is adequate and the lighting contributes to a moody atmosphere, with reflections on the wet surface and convincing depth. However, there are occasional minor artifacts or slight inconsistencies in color grading and motion continuity that prevent a perfect top-tier look. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—nighttime setting, dramatic lighting, a man exiting a dark car, and a composed posture. Yet some specifics are not fully realized: the door swing is not clearly demonstrated, and certain textual details (e.g., exact fabric texture, precise timing of the door action) are only partially reflected. The alignment is acceptable but not exact, yielding a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships: the man’s movement, the car’s geometry, and environmental interactions read as believable. There are no glaring physics violations, though minor timing or spatial cues could be tightened. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.1875,
+                    "TA": 3.03125,
+                    "MQ": 3.0625,
+                    "Overall": 9.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a scene where a man exits a black limousine at night with dramatic lighting and a cinematic mood. The sequence includes a low-angle medium shot, a rightward pan, a visible door swing, and a detailed description of the man’s attire and the urban setting. The overall intent is clear and consistent with a high-end production aesthetic.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The resolution is adequate and the lighting contributes to a moody atmosphere, with reflections on the wet surface and convincing depth. However, there are occasional minor artifacts or slight inconsistencies in color grading and motion continuity that prevent a perfect top-tier look. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—nighttime setting, dramatic lighting, a man exiting a dark car, and a composed posture. Yet some specifics are not fully realized: the door swing is not clearly demonstrated, and certain textual details (e.g., exact fabric texture, precise timing of the door action) are only partially reflected. The alignment is acceptable but not exact, yielding a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships: the man’s movement, the car’s geometry, and environmental interactions read as believable. There are no glaring physics violations, though minor timing or spatial cues could be tightened. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a medium shot shot from a low angle, the camera slowly pans to the right as the door of a heavy black limousine swings outward. In Annie Leibovitz's signature dramatic lighting style, a soft, directional light sculpts the interior. First, a pair of polished black Oxford leather shoes catch the eye, firmly planted on the rain-soaked asphalt, reflecting the shimmering city lights. Then, a man in an impeccably tailored charcoal-gray worsted wool suit steps out of the car with poise and composure, his stance imbued with fluidity and power. The suit's refined fabric is clearly visible in the light, complementing the car's mirror-smooth, flowing black paint, creating a delicate dialogue of textures. He wears a crisp white shirt and a deep burgundy silk tie, meticulously detailing his attire and highlighting his distinguished status. As he gently closed the car door with one hand, making a dull and pleasant sound, the camera froze on his resolute profile, with the background being the city streets shrouded in twilight. The neon lights and car lights in the distance turned into a hazy light spot in the humid air. The whole picture was filled with a cinematic sense of narrative and a restrained, poised aura of authority.",
+        "seed": 11875,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_14/index_3105_seed_11875_dp_29_rank_58_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.96875,
+        "video_score2_ta": 2.703125,
+        "video_score2_mq": 3.421875,
+        "video_score2_overall": 9.125,
+        "avg": 9.09375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a medium shot shot from a low angle, the camera slowly pans to the right as the door of a heavy black limousine swings outward. In Annie Leibovitz's signature dramatic lighting style, a soft, directional light sculpts the interior. First, a pair of polished black Oxford leather shoes catch the eye, firmly planted on the rain-soaked asphalt, reflecting the shimmering city lights. Then, a man in an impeccably tailored charcoal-gray worsted wool suit steps out of the car with poise and composure, his stance imbued with fluidity and power. The suit's refined fabric is clearly visible in the light, complementing the car's mirror-smooth, flowing black paint, creating a delicate dialogue of textures. He wears a crisp white shirt and a deep burgundy silk tie, meticulously detailing his attire and highlighting his distinguished status. As he gently closed the car door with one hand, making a dull and pleasant sound, the camera froze on his resolute profile, with the background being the city streets shrouded in twilight. The neon lights and car lights in the distance turned into a hazy light spot in the humid air. The whole picture was filled with a cinematic sense of narrative and a restrained, poised aura of authority.",
+                "token_credit_reward": 9.125,
+                "selected_reward": 9.125,
+                "frame_importance": [
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+                ],
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    0,
+                    1
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a scene where a man exits a heavy black limousine at night with dramatic lighting, wearing a charcoal-gray worsted wool suit, white shirt, and burgundy silk tie, with a cinematic mood and a deliberate, composed exit. The sequence aims to convey a high-end, controlled atmosphere through lighting and movement.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but exhibit noticeable issues that affect clarity. There are artifacts and some blurriness, especially in the first frame where the car surface is distorted. Reflections and lighting are not consistently rendered across frames, leading to mild inconsistency in the car’s appearance. The later frames improve in sharpness and color balance, but the overall polish is not on par with professional cinematography. The result is acceptable but not highly refined.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: a dark limousine, a man in a dark suit with a white shirt and tie, nighttime urban setting with neon lighting, and a composed exit. The framing and pacing align with the described medium-shot-from-a-low-angle progression. Some minor deviations exist: the shoe detail is not clearly visible, and the door closing action is not explicitly shown. Nevertheless, the core narrative and visual cues match the prompt closely, producing a coherent and convincing alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally maintains plausible human proportions and interactions with the car, and the lighting supports the nocturnal mood. However, there are subtle inconsistencies in reflections and surface behavior (e.g., car surface distortions) that slightly undermine realism. Overall, the scene remains believable, but not perfectly physically consistent.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.96875,
+                    "TA": 2.703125,
+                    "MQ": 3.421875,
+                    "Overall": 9.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a scene where a man exits a heavy black limousine at night with dramatic lighting, wearing a charcoal-gray worsted wool suit, white shirt, and burgundy silk tie, with a cinematic mood and a deliberate, composed exit. The sequence aims to convey a high-end, controlled atmosphere through lighting and movement.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but exhibit noticeable issues that affect clarity. There are artifacts and some blurriness, especially in the first frame where the car surface is distorted. Reflections and lighting are not consistently rendered across frames, leading to mild inconsistency in the car’s appearance. The later frames improve in sharpness and color balance, but the overall polish is not on par with professional cinematography. The result is acceptable but not highly refined.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: a dark limousine, a man in a dark suit with a white shirt and tie, nighttime urban setting with neon lighting, and a composed exit. The framing and pacing align with the described medium-shot-from-a-low-angle progression. Some minor deviations exist: the shoe detail is not clearly visible, and the door closing action is not explicitly shown. Nevertheless, the core narrative and visual cues match the prompt closely, producing a coherent and convincing alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally maintains plausible human proportions and interactions with the car, and the lighting supports the nocturnal mood. However, there are subtle inconsistencies in reflections and surface behavior (e.g., car surface distortions) that slightly undermine realism. Overall, the scene remains believable, but not perfectly physically consistent.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_15/index_tensor([5344, 5344])_group_15_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_15/index_tensor([5344, 5344])_group_15_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e38f22640fd9af67d7f16cd7976c42fb5d0ad84
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_15/index_tensor([5344, 5344])_group_15_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "slowly rotating overhead shot, peering upward from the heart of a magnificent hotel lobby, focuses on the centerpiece of a soaring Baroque dome, from which a massive crystal chandelier gracefully descends, adorned with intricate golden reliefs and classical frescoes. Composed of thousands of meticulously cut crystal prisms and teardrop-shaped pendants, the chandelier's warm light penetrates each crystal, refracting and scattering a vibrant rainbow spectrum, casting countless dancing spots of light across the vast space, reflected in the mirror-like marble floor below. As the camera smoothly and steadily circles the chandelier's central axis, the viewer is presented with a full view of its intricate structure and the play of light and shadow. Rendered in ultra-high definition with the quality of photorealistic animation, every detail exudes the ultimate in luxury and grandeur, creating a breathtaking, dreamlike visual experience.",
+        "seed": 3987,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_15/index_5344_seed_3987_dp_30_rank_60_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.171875,
+        "video_score2_ta": 2.625,
+        "video_score2_mq": 3.0625,
+        "video_score2_overall": 8.875,
+        "avg": 8.859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slowly rotating overhead shot, peering upward from the heart of a magnificent hotel lobby, focuses on the centerpiece of a soaring Baroque dome, from which a massive crystal chandelier gracefully descends, adorned with intricate golden reliefs and classical frescoes. Composed of thousands of meticulously cut crystal prisms and teardrop-shaped pendants, the chandelier's warm light penetrates each crystal, refracting and scattering a vibrant rainbow spectrum, casting countless dancing spots of light across the vast space, reflected in the mirror-like marble floor below. As the camera smoothly and steadily circles the chandelier's central axis, the viewer is presented with a full view of its intricate structure and the play of light and shadow. Rendered in ultra-high definition with the quality of photorealistic animation, every detail exudes the ultimate in luxury and grandeur, creating a breathtaking, dreamlike visual experience.",
+                "token_credit_reward": 8.875,
+                "selected_reward": 8.875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slowly rotating overhead shot in a luxurious hotel lobby focusing on a massive crystal chandelier descending from a Baroque dome, adorned with intricate golden reliefs and classical frescoes. The scene should feature thousands of meticulously cut crystal prisms and teardrop-shaped pendants, warm light penetrating the crystals, a vibrant rainbow spectrum, dancing light spots, a mirror-like marble floor, and a smooth, steady circle around the chandelier. The result should be rendered in ultra-high definition with photorealistic animation and convey extreme luxury and grandeur.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but not ultra-high-definition, with some softness and occasional compression artifacts. The chandelier remains clearly visible and the lighting effects are present, but fine details such as individual crystal facets and floor reflections are not consistently crisp. The sequence appears stable without major distortions, though minor frame-to-frame inconsistencies may exist. In sum, the visuals are acceptable but do not reach high-end realism.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial (score 3). The video captures the general idea of a rotating overhead shot and a prominent chandelier, but several key prompt elements are underrepresented or missing: there is no clear depiction of a Baroque dome, no evident golden reliefs or classical frescoes, and the floor texture is not clearly marble. The rainbow spectrum and dancing light spots are present but not as pronounced as described. Overall, the video conveys the concept but lacks full fidelity to the detailed prompt.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The chandelier’s form and hanging behavior appear plausible, and the lighting interactions are believable, but the scene does not fully satisfy all physical cues from the prompt (e.g., the absence of the dome and floor material reduces coherence). The overall scene remains coherent, yet it does not achieve strong common-sense alignment.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.171875,
+                    "TA": 2.625,
+                    "MQ": 3.0625,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slowly rotating overhead shot in a luxurious hotel lobby focusing on a massive crystal chandelier descending from a Baroque dome, adorned with intricate golden reliefs and classical frescoes. The scene should feature thousands of meticulously cut crystal prisms and teardrop-shaped pendants, warm light penetrating the crystals, a vibrant rainbow spectrum, dancing light spots, a mirror-like marble floor, and a smooth, steady circle around the chandelier. The result should be rendered in ultra-high definition with photorealistic animation and convey extreme luxury and grandeur.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but not ultra-high-definition, with some softness and occasional compression artifacts. The chandelier remains clearly visible and the lighting effects are present, but fine details such as individual crystal facets and floor reflections are not consistently crisp. The sequence appears stable without major distortions, though minor frame-to-frame inconsistencies may exist. In sum, the visuals are acceptable but do not reach high-end realism.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial (score 3). The video captures the general idea of a rotating overhead shot and a prominent chandelier, but several key prompt elements are underrepresented or missing: there is no clear depiction of a Baroque dome, no evident golden reliefs or classical frescoes, and the floor texture is not clearly marble. The rainbow spectrum and dancing light spots are present but not as pronounced as described. Overall, the video conveys the concept but lacks full fidelity to the detailed prompt.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The chandelier’s form and hanging behavior appear plausible, and the lighting interactions are believable, but the scene does not fully satisfy all physical cues from the prompt (e.g., the absence of the dome and floor material reduces coherence). The overall scene remains coherent, yet it does not achieve strong common-sense alignment.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slowly rotating overhead shot, peering upward from the heart of a magnificent hotel lobby, focuses on the centerpiece of a soaring Baroque dome, from which a massive crystal chandelier gracefully descends, adorned with intricate golden reliefs and classical frescoes. Composed of thousands of meticulously cut crystal prisms and teardrop-shaped pendants, the chandelier's warm light penetrates each crystal, refracting and scattering a vibrant rainbow spectrum, casting countless dancing spots of light across the vast space, reflected in the mirror-like marble floor below. As the camera smoothly and steadily circles the chandelier's central axis, the viewer is presented with a full view of its intricate structure and the play of light and shadow. Rendered in ultra-high definition with the quality of photorealistic animation, every detail exudes the ultimate in luxury and grandeur, creating a breathtaking, dreamlike visual experience.",
+        "seed": 3988,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_15/index_5344_seed_3988_dp_30_rank_60_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.03125,
+        "video_score2_ta": 2.3125,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 8.375,
+        "avg": 8.34375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slowly rotating overhead shot, peering upward from the heart of a magnificent hotel lobby, focuses on the centerpiece of a soaring Baroque dome, from which a massive crystal chandelier gracefully descends, adorned with intricate golden reliefs and classical frescoes. Composed of thousands of meticulously cut crystal prisms and teardrop-shaped pendants, the chandelier's warm light penetrates each crystal, refracting and scattering a vibrant rainbow spectrum, casting countless dancing spots of light across the vast space, reflected in the mirror-like marble floor below. As the camera smoothly and steadily circles the chandelier's central axis, the viewer is presented with a full view of its intricate structure and the play of light and shadow. Rendered in ultra-high definition with the quality of photorealistic animation, every detail exudes the ultimate in luxury and grandeur, creating a breathtaking, dreamlike visual experience.",
+                "token_credit_reward": 8.375,
+                "selected_reward": 8.375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slow overhead rotation in a luxurious hotel lobby focusing on a massive Baroque dome, a warm crystal chandelier with golden reliefs and classical frescoes, thousands of meticulously cut crystals, a rainbow-like light effect, and a mirror-like marble floor. The video captures several elements of this vision but does not fully realize all details.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and general clarity, with recognizable details in the chandelier and lighting effects. However, there are occasional soft areas and minor compression artifacts that prevent a high-fidelity look. The sequence remains stable and transitions are smooth, but the overall sharpness and texture richness do not reach the highest tier.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video includes a rotating overhead view, a visible chandelier, and warm illumination, which aligns with parts of the description. However, key elements such as the Baroque dome architecture, the intricate golden reliefs and classical frescoes, and the mirror-like marble floor are not clearly depicted or verifiable in the frames. The result reflects partial fidelity to the prompt rather than a complete match.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The chandelier’s structure and lighting appear plausible, with believable light propagation and reflections. Yet some spatial cues—such as the exact scale relationship between the chandelier, the dome, and the floor plane, and the precise interaction of light with the marble surface—are not strongly established, leaving room for minor inconsistencies in a real-world setting.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.03125,
+                    "TA": 2.3125,
+                    "MQ": 3.0,
+                    "Overall": 8.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slow overhead rotation in a luxurious hotel lobby focusing on a massive Baroque dome, a warm crystal chandelier with golden reliefs and classical frescoes, thousands of meticulously cut crystals, a rainbow-like light effect, and a mirror-like marble floor. The video captures several elements of this vision but does not fully realize all details.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and general clarity, with recognizable details in the chandelier and lighting effects. However, there are occasional soft areas and minor compression artifacts that prevent a high-fidelity look. The sequence remains stable and transitions are smooth, but the overall sharpness and texture richness do not reach the highest tier.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video includes a rotating overhead view, a visible chandelier, and warm illumination, which aligns with parts of the description. However, key elements such as the Baroque dome architecture, the intricate golden reliefs and classical frescoes, and the mirror-like marble floor are not clearly depicted or verifiable in the frames. The result reflects partial fidelity to the prompt rather than a complete match.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The chandelier’s structure and lighting appear plausible, with believable light propagation and reflections. Yet some spatial cues—such as the exact scale relationship between the chandelier, the dome, and the floor plane, and the precise interaction of light with the marble surface—are not strongly established, leaving room for minor inconsistencies in a real-world setting.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slowly rotating overhead shot, peering upward from the heart of a magnificent hotel lobby, focuses on the centerpiece of a soaring Baroque dome, from which a massive crystal chandelier gracefully descends, adorned with intricate golden reliefs and classical frescoes. Composed of thousands of meticulously cut crystal prisms and teardrop-shaped pendants, the chandelier's warm light penetrates each crystal, refracting and scattering a vibrant rainbow spectrum, casting countless dancing spots of light across the vast space, reflected in the mirror-like marble floor below. As the camera smoothly and steadily circles the chandelier's central axis, the viewer is presented with a full view of its intricate structure and the play of light and shadow. Rendered in ultra-high definition with the quality of photorealistic animation, every detail exudes the ultimate in luxury and grandeur, creating a breathtaking, dreamlike visual experience.",
+        "seed": 3989,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_15/index_5344_seed_3989_dp_31_rank_62_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.203125,
+        "video_score2_ta": 2.421875,
+        "video_score2_mq": 3.140625,
+        "video_score2_overall": 8.75,
+        "avg": 8.765625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slowly rotating overhead shot, peering upward from the heart of a magnificent hotel lobby, focuses on the centerpiece of a soaring Baroque dome, from which a massive crystal chandelier gracefully descends, adorned with intricate golden reliefs and classical frescoes. Composed of thousands of meticulously cut crystal prisms and teardrop-shaped pendants, the chandelier's warm light penetrates each crystal, refracting and scattering a vibrant rainbow spectrum, casting countless dancing spots of light across the vast space, reflected in the mirror-like marble floor below. As the camera smoothly and steadily circles the chandelier's central axis, the viewer is presented with a full view of its intricate structure and the play of light and shadow. Rendered in ultra-high definition with the quality of photorealistic animation, every detail exudes the ultimate in luxury and grandeur, creating a breathtaking, dreamlike visual experience.",
+                "token_credit_reward": 8.75,
+                "selected_reward": 8.75,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slowly rotating overhead shot in a luxurious hotel lobby focusing on a massive crystal chandelier with intricate golden reliefs and classical frescoes. The scene should feature thousands of meticulously cut crystal prisms and teardrop-shaped pendants, warm light penetrating the crystals, a vibrant rainbow spectrum, dancing light spots, and a mirror-like marble floor. The camera should smoothly circle the chandelier's central axis to reveal its intricate structure and the play of light and shadow, rendered in ultra-high definition with photorealistic animation.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but not ultra-high-definition, with some softness and occasional compression artifacts. The chandelier remains clearly visible and well-lit, and the lighting effects are present, though not as pronounced or dynamic as described. The sequence appears relatively static rather than exhibiting strong motion, and there are no major distortions or misalignments. In sum, the visuals convey the intended subject but do not reach high-end realism or polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial (score 3). The video includes the chandelier and warm illumination, but several key elements from the prompt are missing or underrepresented: there is no evident rotation or circular camera movement, no visible golden reliefs or classical frescoes, and the marble floor is not clearly depicted. The scene lacks the described dynamic interaction between light and crystal, resulting in only moderate fidelity to the original description.\n\nPhysical/Common-sense Consistency Assessment:\nPhysical consistency is acceptable (score 3). The chandelier hangs plausibly from the ceiling, with light rays interacting with crystals in a believable manner, and the overall spatial arrangement feels coherent. However, the absence of expected dynamic motion and some missing architectural details reduce the sense of complete realism, leaving the scene technically plausible but not fully convincing as a real-world environment.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.203125,
+                    "TA": 2.421875,
+                    "MQ": 3.140625,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slowly rotating overhead shot in a luxurious hotel lobby focusing on a massive crystal chandelier with intricate golden reliefs and classical frescoes. The scene should feature thousands of meticulously cut crystal prisms and teardrop-shaped pendants, warm light penetrating the crystals, a vibrant rainbow spectrum, dancing light spots, and a mirror-like marble floor. The camera should smoothly circle the chandelier's central axis to reveal its intricate structure and the play of light and shadow, rendered in ultra-high definition with photorealistic animation.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but not ultra-high-definition, with some softness and occasional compression artifacts. The chandelier remains clearly visible and well-lit, and the lighting effects are present, though not as pronounced or dynamic as described. The sequence appears relatively static rather than exhibiting strong motion, and there are no major distortions or misalignments. In sum, the visuals convey the intended subject but do not reach high-end realism or polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial (score 3). The video includes the chandelier and warm illumination, but several key elements from the prompt are missing or underrepresented: there is no evident rotation or circular camera movement, no visible golden reliefs or classical frescoes, and the marble floor is not clearly depicted. The scene lacks the described dynamic interaction between light and crystal, resulting in only moderate fidelity to the original description.\n\nPhysical/Common-sense Consistency Assessment:\nPhysical consistency is acceptable (score 3). The chandelier hangs plausibly from the ceiling, with light rays interacting with crystals in a believable manner, and the overall spatial arrangement feels coherent. However, the absence of expected dynamic motion and some missing architectural details reduce the sense of complete realism, leaving the scene technically plausible but not fully convincing as a real-world environment.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slowly rotating overhead shot, peering upward from the heart of a magnificent hotel lobby, focuses on the centerpiece of a soaring Baroque dome, from which a massive crystal chandelier gracefully descends, adorned with intricate golden reliefs and classical frescoes. Composed of thousands of meticulously cut crystal prisms and teardrop-shaped pendants, the chandelier's warm light penetrates each crystal, refracting and scattering a vibrant rainbow spectrum, casting countless dancing spots of light across the vast space, reflected in the mirror-like marble floor below. As the camera smoothly and steadily circles the chandelier's central axis, the viewer is presented with a full view of its intricate structure and the play of light and shadow. Rendered in ultra-high definition with the quality of photorealistic animation, every detail exudes the ultimate in luxury and grandeur, creating a breathtaking, dreamlike visual experience.",
+        "seed": 3990,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_15/index_5344_seed_3990_dp_31_rank_62_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.75,
+        "video_score2_ta": 2.3125,
+        "video_score2_mq": 2.953125,
+        "video_score2_overall": 8.0,
+        "avg": 8.015625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slowly rotating overhead shot, peering upward from the heart of a magnificent hotel lobby, focuses on the centerpiece of a soaring Baroque dome, from which a massive crystal chandelier gracefully descends, adorned with intricate golden reliefs and classical frescoes. Composed of thousands of meticulously cut crystal prisms and teardrop-shaped pendants, the chandelier's warm light penetrates each crystal, refracting and scattering a vibrant rainbow spectrum, casting countless dancing spots of light across the vast space, reflected in the mirror-like marble floor below. As the camera smoothly and steadily circles the chandelier's central axis, the viewer is presented with a full view of its intricate structure and the play of light and shadow. Rendered in ultra-high definition with the quality of photorealistic animation, every detail exudes the ultimate in luxury and grandeur, creating a breathtaking, dreamlike visual experience.",
+                "token_credit_reward": 8.0,
+                "selected_reward": 8.0,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slowly rotating overhead shot in a luxurious hotel lobby focusing on a massive crystal chandelier descending from a Baroque dome, adorned with intricate golden reliefs and classical frescoes. The scene should feature thousands of meticulously cut crystal prisms and teardrop-shaped pendants, with warm light penetrating the crystals and a vibrant rainbow spectrum, reflected on a mirror-like marble floor. The camera should smoothly circle the chandelier's central axis to reveal its intricate structure and the play of light and shadow, rendered in ultra-high definition with photorealistic animation, conveying extreme luxury and grandeur.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but not ultra-high-definition, with some softness and occasional compression artifacts. The chandelier remains recognizable and the lighting is warm, but fine details are not consistently crisp. The sequence appears stable without major distortions, though minor frame-to-frame inconsistencies may be present. In sum, the visuals convey the intended subject but do not reach high-fidelity realism.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). The video clearly presents a chandelier and an overhead perspective, but several key prompt elements are missing or underrepresented: there is no visible Baroque dome, no golden reliefs or classical frescoes, and the floor reflection described as mirror-like marble is not evident. The scene lacks the promised ultra-high-definition quality and photorealistic rendering. While the core concept is recognizable, many descriptive aspects of the prompt are not realized, resulting in only partial alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is acceptable (score 3). The chandelier’s structure and lighting appear plausible, with believable light propagation through the crystals and coherent spatial relationships. There are no obvious physics violations, and the scene maintains internal coherence. However, the absence of certain architectural cues and the simplified rendering introduce mild inconsistencies that prevent a higher level of realism.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.75,
+                    "TA": 2.3125,
+                    "MQ": 2.953125,
+                    "Overall": 8.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slowly rotating overhead shot in a luxurious hotel lobby focusing on a massive crystal chandelier descending from a Baroque dome, adorned with intricate golden reliefs and classical frescoes. The scene should feature thousands of meticulously cut crystal prisms and teardrop-shaped pendants, with warm light penetrating the crystals and a vibrant rainbow spectrum, reflected on a mirror-like marble floor. The camera should smoothly circle the chandelier's central axis to reveal its intricate structure and the play of light and shadow, rendered in ultra-high definition with photorealistic animation, conveying extreme luxury and grandeur.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but not ultra-high-definition, with some softness and occasional compression artifacts. The chandelier remains recognizable and the lighting is warm, but fine details are not consistently crisp. The sequence appears stable without major distortions, though minor frame-to-frame inconsistencies may be present. In sum, the visuals convey the intended subject but do not reach high-fidelity realism.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). The video clearly presents a chandelier and an overhead perspective, but several key prompt elements are missing or underrepresented: there is no visible Baroque dome, no golden reliefs or classical frescoes, and the floor reflection described as mirror-like marble is not evident. The scene lacks the promised ultra-high-definition quality and photorealistic rendering. While the core concept is recognizable, many descriptive aspects of the prompt are not realized, resulting in only partial alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is acceptable (score 3). The chandelier’s structure and lighting appear plausible, with believable light propagation through the crystals and coherent spatial relationships. There are no obvious physics violations, and the scene maintains internal coherence. However, the absence of certain architectural cues and the simplified rendering introduce mild inconsistencies that prevent a higher level of realism.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_2/index_tensor([1506, 1506])_group_2_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_2/index_tensor([1506, 1506])_group_2_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..449fad00df4613c1ac06bd974f682a81c838b48d
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_2/index_tensor([1506, 1506])_group_2_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "shot, shot from a medium distance and slightly overhead, slowly and steadily approaches. At the center of the frame is a father in his thirties, hunched over a sturdy wooden workbench in a cozy, if slightly cluttered, family garage. He has short, soft brown hair, and a face that wears a comical expression of intense concentration and uncontrollable laughter, his brows slightly furrowed, as if he's carrying out a crucial task. A bright red and yellow plastic toy stethoscope hangs solemnly around his neck, creating an interesting color contrast with the casual gray hoodie he wears. His \"patient\"—a fuzzy, off-white car handbrake boot—lays flat on the workbench, sporting a small crack resembling a \"wound.\" Warm yellow light from a hanging work lamp illuminates the \"surgical area,\" making the velvety surface of the handbrake boot appear exceptionally soft and casting soft shadows on the neatly arranged tools and the outline of a children's bicycle in the background. As the camera gets closer and closer, the focus is entirely on his steady and dexterous hands. He is using a thick plastic needle to thread an exaggerated red wool thread, carefully and stitch by stitch to sew up the \"wound\" on the handbrake cover. His movements are both precise like a surgeon and full of dramatic clumsiness. The whole scene, under the warm light and shadow, creates a family atmosphere full of humor, overflowing fatherly love and incomparable warmth.",
+        "seed": 3223,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_2/index_1506_seed_3223_dp_4_rank_8_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.0625,
+        "video_score2_ta": 2.9375,
+        "video_score2_mq": 3.59375,
+        "video_score2_overall": 9.625,
+        "avg": 9.59375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "shot, shot from a medium distance and slightly overhead, slowly and steadily approaches. At the center of the frame is a father in his thirties, hunched over a sturdy wooden workbench in a cozy, if slightly cluttered, family garage. He has short, soft brown hair, and a face that wears a comical expression of intense concentration and uncontrollable laughter, his brows slightly furrowed, as if he's carrying out a crucial task. A bright red and yellow plastic toy stethoscope hangs solemnly around his neck, creating an interesting color contrast with the casual gray hoodie he wears. His \"patient\"—a fuzzy, off-white car handbrake boot—lays flat on the workbench, sporting a small crack resembling a \"wound.\" Warm yellow light from a hanging work lamp illuminates the \"surgical area,\" making the velvety surface of the handbrake boot appear exceptionally soft and casting soft shadows on the neatly arranged tools and the outline of a children's bicycle in the background. As the camera gets closer and closer, the focus is entirely on his steady and dexterous hands. He is using a thick plastic needle to thread an exaggerated red wool thread, carefully and stitch by stitch to sew up the \"wound\" on the handbrake cover. His movements are both precise like a surgeon and full of dramatic clumsiness. The whole scene, under the warm light and shadow, creates a family atmosphere full of humor, overflowing fatherly love and incomparable warmth.",
+                "token_credit_reward": 9.625,
+                "selected_reward": 9.625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a father in his thirties working on a car handbrake boot in a family garage, wearing a red and yellow stethoscope around his neck, with a warm, slightly cluttered environment and a focus on careful stitching. The frames capture several elements of this setup, but some specifics diverge from the exact prompt (e.g., the exact tool usage and the precise appearance of the patient). Overall, the scene conveys a similar scenario with a coherent mood, though not every detail aligns perfectly.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear depiction of the subject and the work area. Lighting is warm and consistent, and the composition remains stable across shots. There are no major distortions or artifacts, and color balance stays natural. However, there are occasional minor inconsistencies in fine details (e.g., slight variations in the stethoscope position or the perceived texture of the handbrake boot) that prevent a flawless impression. Overall, visual quality is solid but not perfect.\n\nText-to-Video Alignment Analysis:\nThe video largely reflects the intended scenario: a father-like figure in a garage setting, working on a car component with a stethoscope, and a warm, somewhat cluttered environment. Some specifics differ from the prompt (the exact tool used and the precise appearance of the patient), but the core elements and the overall narrative alignment remain strong. The sequence communicates the intended activity and mood effectively, yielding a high level of alignment.\n\nPhysical Consistency / Common-sense:\nInteractions between the person, tools, and workspace feel plausible and coherent within a garage context. Movements and spatial relationships are generally believable, with only minor deviations in tool handling or object appearance that do not break the sense of realism. Overall, physical consistency is acceptable and consistent with a real-world scenario.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0625,
+                    "TA": 2.9375,
+                    "MQ": 3.59375,
+                    "Overall": 9.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a father in his thirties working on a car handbrake boot in a family garage, wearing a red and yellow stethoscope around his neck, with a warm, slightly cluttered environment and a focus on careful stitching. The frames capture several elements of this setup, but some specifics diverge from the exact prompt (e.g., the exact tool usage and the precise appearance of the patient). Overall, the scene conveys a similar scenario with a coherent mood, though not every detail aligns perfectly.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear depiction of the subject and the work area. Lighting is warm and consistent, and the composition remains stable across shots. There are no major distortions or artifacts, and color balance stays natural. However, there are occasional minor inconsistencies in fine details (e.g., slight variations in the stethoscope position or the perceived texture of the handbrake boot) that prevent a flawless impression. Overall, visual quality is solid but not perfect.\n\nText-to-Video Alignment Analysis:\nThe video largely reflects the intended scenario: a father-like figure in a garage setting, working on a car component with a stethoscope, and a warm, somewhat cluttered environment. Some specifics differ from the prompt (the exact tool used and the precise appearance of the patient), but the core elements and the overall narrative alignment remain strong. The sequence communicates the intended activity and mood effectively, yielding a high level of alignment.\n\nPhysical Consistency / Common-sense:\nInteractions between the person, tools, and workspace feel plausible and coherent within a garage context. Movements and spatial relationships are generally believable, with only minor deviations in tool handling or object appearance that do not break the sense of realism. Overall, physical consistency is acceptable and consistent with a real-world scenario.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "shot, shot from a medium distance and slightly overhead, slowly and steadily approaches. At the center of the frame is a father in his thirties, hunched over a sturdy wooden workbench in a cozy, if slightly cluttered, family garage. He has short, soft brown hair, and a face that wears a comical expression of intense concentration and uncontrollable laughter, his brows slightly furrowed, as if he's carrying out a crucial task. A bright red and yellow plastic toy stethoscope hangs solemnly around his neck, creating an interesting color contrast with the casual gray hoodie he wears. His \"patient\"—a fuzzy, off-white car handbrake boot—lays flat on the workbench, sporting a small crack resembling a \"wound.\" Warm yellow light from a hanging work lamp illuminates the \"surgical area,\" making the velvety surface of the handbrake boot appear exceptionally soft and casting soft shadows on the neatly arranged tools and the outline of a children's bicycle in the background. As the camera gets closer and closer, the focus is entirely on his steady and dexterous hands. He is using a thick plastic needle to thread an exaggerated red wool thread, carefully and stitch by stitch to sew up the \"wound\" on the handbrake cover. His movements are both precise like a surgeon and full of dramatic clumsiness. The whole scene, under the warm light and shadow, creates a family atmosphere full of humor, overflowing fatherly love and incomparable warmth.",
+        "seed": 3224,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_2/index_1506_seed_3224_dp_4_rank_8_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.125,
+        "video_score2_ta": 2.640625,
+        "video_score2_mq": 3.03125,
+        "video_score2_overall": 8.75,
+        "avg": 8.796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "shot, shot from a medium distance and slightly overhead, slowly and steadily approaches. At the center of the frame is a father in his thirties, hunched over a sturdy wooden workbench in a cozy, if slightly cluttered, family garage. He has short, soft brown hair, and a face that wears a comical expression of intense concentration and uncontrollable laughter, his brows slightly furrowed, as if he's carrying out a crucial task. A bright red and yellow plastic toy stethoscope hangs solemnly around his neck, creating an interesting color contrast with the casual gray hoodie he wears. His \"patient\"—a fuzzy, off-white car handbrake boot—lays flat on the workbench, sporting a small crack resembling a \"wound.\" Warm yellow light from a hanging work lamp illuminates the \"surgical area,\" making the velvety surface of the handbrake boot appear exceptionally soft and casting soft shadows on the neatly arranged tools and the outline of a children's bicycle in the background. As the camera gets closer and closer, the focus is entirely on his steady and dexterous hands. He is using a thick plastic needle to thread an exaggerated red wool thread, carefully and stitch by stitch to sew up the \"wound\" on the handbrake cover. His movements are both precise like a surgeon and full of dramatic clumsiness. The whole scene, under the warm light and shadow, creates a family atmosphere full of humor, overflowing fatherly love and incomparable warmth.",
+                "token_credit_reward": 8.75,
+                "selected_reward": 8.75,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a father in his thirties working in a cozy, slightly cluttered family garage. He has short, soft brown hair and a face showing intense concentration with a hint of laughter. A bright red and yellow stethoscope hangs around his neck, contrasting with a casual gray hoodie. On the workbench lies a fuzzy, off-white car handbrake boot with a small crack that reads as a wound. Warm yellow light from a hanging work lamp illuminates the workspace, making the handbrake boot appear soft and casting shadows on the tools and a distant bicycle silhouette. The camera gradually closes in on the hands, which are shown stitching with a thick plastic needle and red thread, balancing precision with a touch of dramatic flair.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and general clarity, but there are occasional minor artifacts and slight inconsistencies in lighting or texture that prevent a higher rating. The sequence remains coherent across frames, with no severe distortions, though some frames show mild noise or compression effects.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The core elements are present: a father-like figure in a workshop setting, the stethoscope, the gray hoodie, the workbench, and the handbrake boot with a visible crack. The scene conveys the intended mood and activity, and the close-up focus on the hands aligns with the described task. Some background details and exact timing nuances may vary, but they do not substantially detract from the overall correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The actions appear plausible within a workshop context, and the interaction between tools and the handbrake boot follows reasonable physics. However, there are minor inconsistencies in scale, lighting cues, or object interactions that prevent a higher score, though nothing is grossly implausible.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.125,
+                    "TA": 2.640625,
+                    "MQ": 3.03125,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a father in his thirties working in a cozy, slightly cluttered family garage. He has short, soft brown hair and a face showing intense concentration with a hint of laughter. A bright red and yellow stethoscope hangs around his neck, contrasting with a casual gray hoodie. On the workbench lies a fuzzy, off-white car handbrake boot with a small crack that reads as a wound. Warm yellow light from a hanging work lamp illuminates the workspace, making the handbrake boot appear soft and casting shadows on the tools and a distant bicycle silhouette. The camera gradually closes in on the hands, which are shown stitching with a thick plastic needle and red thread, balancing precision with a touch of dramatic flair.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and general clarity, but there are occasional minor artifacts and slight inconsistencies in lighting or texture that prevent a higher rating. The sequence remains coherent across frames, with no severe distortions, though some frames show mild noise or compression effects.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The core elements are present: a father-like figure in a workshop setting, the stethoscope, the gray hoodie, the workbench, and the handbrake boot with a visible crack. The scene conveys the intended mood and activity, and the close-up focus on the hands aligns with the described task. Some background details and exact timing nuances may vary, but they do not substantially detract from the overall correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The actions appear plausible within a workshop context, and the interaction between tools and the handbrake boot follows reasonable physics. However, there are minor inconsistencies in scale, lighting cues, or object interactions that prevent a higher score, though nothing is grossly implausible.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "shot, shot from a medium distance and slightly overhead, slowly and steadily approaches. At the center of the frame is a father in his thirties, hunched over a sturdy wooden workbench in a cozy, if slightly cluttered, family garage. He has short, soft brown hair, and a face that wears a comical expression of intense concentration and uncontrollable laughter, his brows slightly furrowed, as if he's carrying out a crucial task. A bright red and yellow plastic toy stethoscope hangs solemnly around his neck, creating an interesting color contrast with the casual gray hoodie he wears. His \"patient\"—a fuzzy, off-white car handbrake boot—lays flat on the workbench, sporting a small crack resembling a \"wound.\" Warm yellow light from a hanging work lamp illuminates the \"surgical area,\" making the velvety surface of the handbrake boot appear exceptionally soft and casting soft shadows on the neatly arranged tools and the outline of a children's bicycle in the background. As the camera gets closer and closer, the focus is entirely on his steady and dexterous hands. He is using a thick plastic needle to thread an exaggerated red wool thread, carefully and stitch by stitch to sew up the \"wound\" on the handbrake cover. His movements are both precise like a surgeon and full of dramatic clumsiness. The whole scene, under the warm light and shadow, creates a family atmosphere full of humor, overflowing fatherly love and incomparable warmth.",
+        "seed": 3225,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_2/index_1506_seed_3225_dp_5_rank_10_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.203125,
+        "video_score2_ta": 2.484375,
+        "video_score2_mq": 2.90625,
+        "video_score2_overall": 8.625,
+        "avg": 8.59375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "shot, shot from a medium distance and slightly overhead, slowly and steadily approaches. At the center of the frame is a father in his thirties, hunched over a sturdy wooden workbench in a cozy, if slightly cluttered, family garage. He has short, soft brown hair, and a face that wears a comical expression of intense concentration and uncontrollable laughter, his brows slightly furrowed, as if he's carrying out a crucial task. A bright red and yellow plastic toy stethoscope hangs solemnly around his neck, creating an interesting color contrast with the casual gray hoodie he wears. His \"patient\"—a fuzzy, off-white car handbrake boot—lays flat on the workbench, sporting a small crack resembling a \"wound.\" Warm yellow light from a hanging work lamp illuminates the \"surgical area,\" making the velvety surface of the handbrake boot appear exceptionally soft and casting soft shadows on the neatly arranged tools and the outline of a children's bicycle in the background. As the camera gets closer and closer, the focus is entirely on his steady and dexterous hands. He is using a thick plastic needle to thread an exaggerated red wool thread, carefully and stitch by stitch to sew up the \"wound\" on the handbrake cover. His movements are both precise like a surgeon and full of dramatic clumsiness. The whole scene, under the warm light and shadow, creates a family atmosphere full of humor, overflowing fatherly love and incomparable warmth.",
+                "token_credit_reward": 8.625,
+                "selected_reward": 8.625,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a father in his thirties working in a cozy family garage, performing a humorous repair task involving a toy stethoscope and a car handbrake boot. The scene is framed as a close-up of hands at work, with warm lighting and a playful tone.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the subject and workspace, with warm, consistent lighting. There are no major distortions or artifacts, but the sequence lacks high-end polish and some fine-grained detail, keeping it at an average level rather than exceptional.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several core elements such as a father figure, a workshop setting, and a central focus on hands working on a task with a toy stethoscope. However, key specifics diverge: the object being worked on resembles a small electronic component rather than a car handbrake boot, and there is no clearly visible thick plastic needle or red wool thread. The overall mood remains lighthearted, but the alignment to the exact described scenario is not exact.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The actions appear plausible within a workshop context, and the scene maintains coherent lighting and spatial relationships. Yet the mismatch between the described task and what is shown introduces a mild common-sense inconsistency, preventing a higher score.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.203125,
+                    "TA": 2.484375,
+                    "MQ": 2.90625,
+                    "Overall": 8.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a father in his thirties working in a cozy family garage, performing a humorous repair task involving a toy stethoscope and a car handbrake boot. The scene is framed as a close-up of hands at work, with warm lighting and a playful tone.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the subject and workspace, with warm, consistent lighting. There are no major distortions or artifacts, but the sequence lacks high-end polish and some fine-grained detail, keeping it at an average level rather than exceptional.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several core elements such as a father figure, a workshop setting, and a central focus on hands working on a task with a toy stethoscope. However, key specifics diverge: the object being worked on resembles a small electronic component rather than a car handbrake boot, and there is no clearly visible thick plastic needle or red wool thread. The overall mood remains lighthearted, but the alignment to the exact described scenario is not exact.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The actions appear plausible within a workshop context, and the scene maintains coherent lighting and spatial relationships. Yet the mismatch between the described task and what is shown introduces a mild common-sense inconsistency, preventing a higher score.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "shot, shot from a medium distance and slightly overhead, slowly and steadily approaches. At the center of the frame is a father in his thirties, hunched over a sturdy wooden workbench in a cozy, if slightly cluttered, family garage. He has short, soft brown hair, and a face that wears a comical expression of intense concentration and uncontrollable laughter, his brows slightly furrowed, as if he's carrying out a crucial task. A bright red and yellow plastic toy stethoscope hangs solemnly around his neck, creating an interesting color contrast with the casual gray hoodie he wears. His \"patient\"—a fuzzy, off-white car handbrake boot—lays flat on the workbench, sporting a small crack resembling a \"wound.\" Warm yellow light from a hanging work lamp illuminates the \"surgical area,\" making the velvety surface of the handbrake boot appear exceptionally soft and casting soft shadows on the neatly arranged tools and the outline of a children's bicycle in the background. As the camera gets closer and closer, the focus is entirely on his steady and dexterous hands. He is using a thick plastic needle to thread an exaggerated red wool thread, carefully and stitch by stitch to sew up the \"wound\" on the handbrake cover. His movements are both precise like a surgeon and full of dramatic clumsiness. The whole scene, under the warm light and shadow, creates a family atmosphere full of humor, overflowing fatherly love and incomparable warmth.",
+        "seed": 3226,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_2/index_1506_seed_3226_dp_5_rank_10_sample_3_slot_1.mp4",
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+        "video_score2_overall": 8.25,
+        "avg": 8.234375,
+        "reward_records": [
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+                "question": "shot, shot from a medium distance and slightly overhead, slowly and steadily approaches. At the center of the frame is a father in his thirties, hunched over a sturdy wooden workbench in a cozy, if slightly cluttered, family garage. He has short, soft brown hair, and a face that wears a comical expression of intense concentration and uncontrollable laughter, his brows slightly furrowed, as if he's carrying out a crucial task. A bright red and yellow plastic toy stethoscope hangs solemnly around his neck, creating an interesting color contrast with the casual gray hoodie he wears. His \"patient\"—a fuzzy, off-white car handbrake boot—lays flat on the workbench, sporting a small crack resembling a \"wound.\" Warm yellow light from a hanging work lamp illuminates the \"surgical area,\" making the velvety surface of the handbrake boot appear exceptionally soft and casting soft shadows on the neatly arranged tools and the outline of a children's bicycle in the background. As the camera gets closer and closer, the focus is entirely on his steady and dexterous hands. He is using a thick plastic needle to thread an exaggerated red wool thread, carefully and stitch by stitch to sew up the \"wound\" on the handbrake cover. His movements are both precise like a surgeon and full of dramatic clumsiness. The whole scene, under the warm light and shadow, creates a family atmosphere full of humor, overflowing fatherly love and incomparable warmth.",
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a father in his thirties working on a handbrake boot in a family garage, wearing a bright red and yellow stethoscope around his neck, with a warm, slightly cluttered environment and a focus on careful stitching. The frames show a man with a stethoscope in a workshop-like setting, but several key elements from the prompt are not clearly realized: the exact object being worked on (a handbrake boot) and the specific “wound” are not clearly visible; the camera movement described as a steady approach is not evident; and the overall narrative emphasis on a humorous, warm family moment is only partially conveyed. Overall, the alignment with the prompt is moderate rather than strong.\n\nVisual Quality Analysis:\nThe frames exhibit decent resolution and consistent lighting, with clear depiction of the subject and the workspace. There are no obvious distortions or artifacts, and the scene maintains coherence across frames. However, the sequence lacks dynamic visual progression or cinematic polish, resulting in a solid but unremarkable visual quality. This aligns with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and what is shown. While some elements (a person with a stethoscope in a workshop) are present, critical details such as the exact object (handbrake boot), the visible wound, and the described camera movement are missing or unclear. The overall alignment is moderate, reflecting partial fulfillment of the prompt rather than a faithful rendering of all specified aspects.\n\nPhysical Consistency / Common-sense:\nThe scene presents plausible human posture, tool handling, and lighting, with no obvious physical implausibilities. However, the absence of explicit context cues (e.g., a clearly identifiable patient or task) introduces mild ambiguity about the intended scenario. Overall, physical/common-sense consistency is acceptable but not strongly reinforced.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0,
+                    "TA": 2.375,
+                    "MQ": 2.859375,
+                    "Overall": 8.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a father in his thirties working on a handbrake boot in a family garage, wearing a bright red and yellow stethoscope around his neck, with a warm, slightly cluttered environment and a focus on careful stitching. The frames show a man with a stethoscope in a workshop-like setting, but several key elements from the prompt are not clearly realized: the exact object being worked on (a handbrake boot) and the specific “wound” are not clearly visible; the camera movement described as a steady approach is not evident; and the overall narrative emphasis on a humorous, warm family moment is only partially conveyed. Overall, the alignment with the prompt is moderate rather than strong.\n\nVisual Quality Analysis:\nThe frames exhibit decent resolution and consistent lighting, with clear depiction of the subject and the workspace. There are no obvious distortions or artifacts, and the scene maintains coherence across frames. However, the sequence lacks dynamic visual progression or cinematic polish, resulting in a solid but unremarkable visual quality. This aligns with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and what is shown. While some elements (a person with a stethoscope in a workshop) are present, critical details such as the exact object (handbrake boot), the visible wound, and the described camera movement are missing or unclear. The overall alignment is moderate, reflecting partial fulfillment of the prompt rather than a faithful rendering of all specified aspects.\n\nPhysical Consistency / Common-sense:\nThe scene presents plausible human posture, tool handling, and lighting, with no obvious physical implausibilities. However, the absence of explicit context cues (e.g., a clearly identifiable patient or task) introduces mild ambiguity about the intended scenario. Overall, physical/common-sense consistency is acceptable but not strongly reinforced.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_3/index_tensor([8538, 8538])_group_3_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_3/index_tensor([8538, 8538])_group_3_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..477a7a54c485d2041789d4c0d6caa45970f88c7b
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_3/index_tensor([8538, 8538])_group_3_rewards.json	
@@ -0,0 +1,10210 @@
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a steady, eye-level close-up of three female pilots during Storm Red pilot training, focusing on a central figure in a blue top performing a backbend with a small exercise ball while two other participants mirror the movement in a bright, modern facility. The actual video frames show a single person in blue on a mat, with no evidence of the second or third participants, and the described dynamic group activity is not realized. This represents a substantial mismatch between the prompt and the observed content.\n\nVisual Quality Analysis:\nThe frames exhibit moderate clarity with some softness and minor motion blur, but overall the subject remains identifiable. Lighting is adequate and consistent, and there are no obvious distortions or color shifts. The sequence appears stable with limited camera shake, yielding a mid-range visual quality assessment.\n\nText-to-Video Alignment Analysis:\nThere is a clear misalignment with the prompt: the video lacks the three-person setup, the specific backbend-with-ball movement, and the precise synchronization among multiple participants. While a single person is visible, the core elements of the described scenario are missing, resulting in a low-to-moderate alignment score.\n\nPhysical Consistency (Common-sense):\nThe depicted actions appear physically plausible within a typical gym context, with believable body mechanics and equipment use. However, because the intended multi-person, synchronized training scenario is not present, the overall common-sense coherence with the prompt is limited, yielding a modest score.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 2; Physical Consistency 2.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 2.109375,
+                    "TA": 2.171875,
+                    "MQ": 2.59375,
+                    "Overall": 6.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a steady, eye-level close-up of three female pilots during Storm Red pilot training, focusing on a central figure in a blue top performing a backbend with a small exercise ball while two other participants mirror the movement in a bright, modern facility. The actual video frames show a single person in blue on a mat, with no evidence of the second or third participants, and the described dynamic group activity is not realized. This represents a substantial mismatch between the prompt and the observed content.\n\nVisual Quality Analysis:\nThe frames exhibit moderate clarity with some softness and minor motion blur, but overall the subject remains identifiable. Lighting is adequate and consistent, and there are no obvious distortions or color shifts. The sequence appears stable with limited camera shake, yielding a mid-range visual quality assessment.\n\nText-to-Video Alignment Analysis:\nThere is a clear misalignment with the prompt: the video lacks the three-person setup, the specific backbend-with-ball movement, and the precise synchronization among multiple participants. While a single person is visible, the core elements of the described scenario are missing, resulting in a low-to-moderate alignment score.\n\nPhysical Consistency (Common-sense):\nThe depicted actions appear physically plausible within a typical gym context, with believable body mechanics and equipment use. However, because the intended multi-person, synchronized training scenario is not present, the overall common-sense coherence with the prompt is limited, yielding a modest score.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 2; Physical Consistency 2.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "steady, eye-level close-up, considered rare archival footage of Storm Red pilot training, captures the intense physical performance of three female pilots. In the center of the frame, a woman, her hair pulled back in a practical, tight ponytail, sits on a dark gray yoga mat. She wears a fitted royal blue athletic tank top made of moisture-wicking material. Leaning back, her hands flat on the mat behind her, her core visibly tensed as she straightens and lifts her legs off the floor. With unwavering determination, she rhythmically opens and then steadily closes them, squeezing a small exercise ball between her ankles. Slightly in the background to the right, another woman in a red and black tank top performs the exact same demanding movement in perfect sync. On the left side of the screen, only the lower body and legs of the third participant are visible, her movements perfectly mirroring those of the others. The scene unfolds in a brightly lit, modern training facility with a non-slip floor. Bright, even overhead lighting casts minimal shadows, emphasizing the discipline and focus of elite physical preparation.",
+        "seed": 22380,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_3/index_8538_seed_22380_dp_6_rank_12_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.03125,
+        "video_score2_ta": 2.40625,
+        "video_score2_mq": 2.84375,
+        "video_score2_overall": 8.25,
+        "avg": 8.28125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "steady, eye-level close-up, considered rare archival footage of Storm Red pilot training, captures the intense physical performance of three female pilots. In the center of the frame, a woman, her hair pulled back in a practical, tight ponytail, sits on a dark gray yoga mat. She wears a fitted royal blue athletic tank top made of moisture-wicking material. Leaning back, her hands flat on the mat behind her, her core visibly tensed as she straightens and lifts her legs off the floor. With unwavering determination, she rhythmically opens and then steadily closes them, squeezing a small exercise ball between her ankles. Slightly in the background to the right, another woman in a red and black tank top performs the exact same demanding movement in perfect sync. On the left side of the screen, only the lower body and legs of the third participant are visible, her movements perfectly mirroring those of the others. The scene unfolds in a brightly lit, modern training facility with a non-slip floor. Bright, even overhead lighting casts minimal shadows, emphasizing the discipline and focus of elite physical preparation.",
+                "token_credit_reward": 8.25,
+                "selected_reward": 8.25,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a steady, eye-level close-up of three female pilots in a training scenario, with a central figure performing a specific leg-lifting movement while two others mirror the action in a bright, modern facility. The video largely follows this setup but does not convincingly realize all described elements.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show reasonable clarity and consistent lighting, with no major distortions or artifacts. However, the sequence exhibits limited motion variation across frames, giving a somewhat static feel that reduces perceived dynamism. The resolution and detail are adequate but not exceptional, keeping the overall quality at a mid level.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is partial (score 3). The video presents a central figure and a second participant in red/black attire, but several key prompt details are not clearly realized: the third participant’s presence and full visibility are unclear, the exact leg-lifting movement with a ball is not clearly demonstrated, and the precise synchronization among all three is not convincingly shown. The setting appears plausible, but the execution does not fully satisfy the specified actions and interactions.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The participants’ proportions and the general anatomy appear believable, and the environment looks like a professional training space. Yet the absence of the third participant and the uncertain ball usage introduce inconsistencies with the described scenario, and the lack of clear, dynamic interaction reduces the sense of authentic, physically plausible training activity.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.03125,
+                    "TA": 2.40625,
+                    "MQ": 2.84375,
+                    "Overall": 8.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a steady, eye-level close-up of three female pilots in a training scenario, with a central figure performing a specific leg-lifting movement while two others mirror the action in a bright, modern facility. The video largely follows this setup but does not convincingly realize all described elements.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show reasonable clarity and consistent lighting, with no major distortions or artifacts. However, the sequence exhibits limited motion variation across frames, giving a somewhat static feel that reduces perceived dynamism. The resolution and detail are adequate but not exceptional, keeping the overall quality at a mid level.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is partial (score 3). The video presents a central figure and a second participant in red/black attire, but several key prompt details are not clearly realized: the third participant’s presence and full visibility are unclear, the exact leg-lifting movement with a ball is not clearly demonstrated, and the precise synchronization among all three is not convincingly shown. The setting appears plausible, but the execution does not fully satisfy the specified actions and interactions.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The participants’ proportions and the general anatomy appear believable, and the environment looks like a professional training space. Yet the absence of the third participant and the uncertain ball usage introduce inconsistencies with the described scenario, and the lack of clear, dynamic interaction reduces the sense of authentic, physically plausible training activity.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "steady, eye-level close-up, considered rare archival footage of Storm Red pilot training, captures the intense physical performance of three female pilots. In the center of the frame, a woman, her hair pulled back in a practical, tight ponytail, sits on a dark gray yoga mat. She wears a fitted royal blue athletic tank top made of moisture-wicking material. Leaning back, her hands flat on the mat behind her, her core visibly tensed as she straightens and lifts her legs off the floor. With unwavering determination, she rhythmically opens and then steadily closes them, squeezing a small exercise ball between her ankles. Slightly in the background to the right, another woman in a red and black tank top performs the exact same demanding movement in perfect sync. On the left side of the screen, only the lower body and legs of the third participant are visible, her movements perfectly mirroring those of the others. The scene unfolds in a brightly lit, modern training facility with a non-slip floor. Bright, even overhead lighting casts minimal shadows, emphasizing the discipline and focus of elite physical preparation.",
+        "seed": 22381,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_3/index_8538_seed_22381_dp_7_rank_14_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.953125,
+        "video_score2_ta": 2.015625,
+        "video_score2_mq": 2.65625,
+        "video_score2_overall": 7.625,
+        "avg": 7.625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "steady, eye-level close-up, considered rare archival footage of Storm Red pilot training, captures the intense physical performance of three female pilots. In the center of the frame, a woman, her hair pulled back in a practical, tight ponytail, sits on a dark gray yoga mat. She wears a fitted royal blue athletic tank top made of moisture-wicking material. Leaning back, her hands flat on the mat behind her, her core visibly tensed as she straightens and lifts her legs off the floor. With unwavering determination, she rhythmically opens and then steadily closes them, squeezing a small exercise ball between her ankles. Slightly in the background to the right, another woman in a red and black tank top performs the exact same demanding movement in perfect sync. On the left side of the screen, only the lower body and legs of the third participant are visible, her movements perfectly mirroring those of the others. The scene unfolds in a brightly lit, modern training facility with a non-slip floor. Bright, even overhead lighting casts minimal shadows, emphasizing the discipline and focus of elite physical preparation.",
+                "token_credit_reward": 7.625,
+                "selected_reward": 7.625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a steady, eye-level close-up of three female pilots in a training scenario, with one central figure performing a backbend on a yoga mat while holding a small exercise ball between the ankles, and two other participants in the background performing the same movement in sync. The setting is a bright, modern training facility with a non-slip floor and minimal shadows.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is moderate. There is some motion blur during dynamic movement, but the subjects remain identifiable and the scene remains legible. Lighting is generally adequate, though not perfectly uniform across all frames, and there are occasional minor distortions or compression artifacts. The sequence is readable, with no catastrophic degradation, but it does not reach high-fidelity standards.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and what is shown. The video presents a single participant rather than three, and the specific three-person synchronized arrangement described in the prompt is not realized. The central figure and the ball interaction are present, and the setting matches a modern training environment, but the core prompt elements (three participants and their coordinated movement) are missing. Overall alignment is limited.\n\nPhysical Consistency / Common-sense:\nThe depicted actions appear physically plausible within a controlled training context, with believable body mechanics and equipment handling. However, because the scene diverges from the prompt’s three-person setup and synchronized choreography, the overall common-sense coherence with the described scenario is only moderate.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.953125,
+                    "TA": 2.015625,
+                    "MQ": 2.65625,
+                    "Overall": 7.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a steady, eye-level close-up of three female pilots in a training scenario, with one central figure performing a backbend on a yoga mat while holding a small exercise ball between the ankles, and two other participants in the background performing the same movement in sync. The setting is a bright, modern training facility with a non-slip floor and minimal shadows.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is moderate. There is some motion blur during dynamic movement, but the subjects remain identifiable and the scene remains legible. Lighting is generally adequate, though not perfectly uniform across all frames, and there are occasional minor distortions or compression artifacts. The sequence is readable, with no catastrophic degradation, but it does not reach high-fidelity standards.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and what is shown. The video presents a single participant rather than three, and the specific three-person synchronized arrangement described in the prompt is not realized. The central figure and the ball interaction are present, and the setting matches a modern training environment, but the core prompt elements (three participants and their coordinated movement) are missing. Overall alignment is limited.\n\nPhysical Consistency / Common-sense:\nThe depicted actions appear physically plausible within a controlled training context, with believable body mechanics and equipment handling. However, because the scene diverges from the prompt’s three-person setup and synchronized choreography, the overall common-sense coherence with the described scenario is only moderate.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "steady, eye-level close-up, considered rare archival footage of Storm Red pilot training, captures the intense physical performance of three female pilots. In the center of the frame, a woman, her hair pulled back in a practical, tight ponytail, sits on a dark gray yoga mat. She wears a fitted royal blue athletic tank top made of moisture-wicking material. Leaning back, her hands flat on the mat behind her, her core visibly tensed as she straightens and lifts her legs off the floor. With unwavering determination, she rhythmically opens and then steadily closes them, squeezing a small exercise ball between her ankles. Slightly in the background to the right, another woman in a red and black tank top performs the exact same demanding movement in perfect sync. On the left side of the screen, only the lower body and legs of the third participant are visible, her movements perfectly mirroring those of the others. The scene unfolds in a brightly lit, modern training facility with a non-slip floor. Bright, even overhead lighting casts minimal shadows, emphasizing the discipline and focus of elite physical preparation.",
+        "seed": 22382,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_3/index_8538_seed_22382_dp_7_rank_14_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.9375,
+        "video_score2_ta": 2.15625,
+        "video_score2_mq": 2.671875,
+        "video_score2_overall": 7.75,
+        "avg": 7.765625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "steady, eye-level close-up, considered rare archival footage of Storm Red pilot training, captures the intense physical performance of three female pilots. In the center of the frame, a woman, her hair pulled back in a practical, tight ponytail, sits on a dark gray yoga mat. She wears a fitted royal blue athletic tank top made of moisture-wicking material. Leaning back, her hands flat on the mat behind her, her core visibly tensed as she straightens and lifts her legs off the floor. With unwavering determination, she rhythmically opens and then steadily closes them, squeezing a small exercise ball between her ankles. Slightly in the background to the right, another woman in a red and black tank top performs the exact same demanding movement in perfect sync. On the left side of the screen, only the lower body and legs of the third participant are visible, her movements perfectly mirroring those of the others. The scene unfolds in a brightly lit, modern training facility with a non-slip floor. Bright, even overhead lighting casts minimal shadows, emphasizing the discipline and focus of elite physical preparation.",
+                "token_credit_reward": 7.75,
+                "selected_reward": 7.75,
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+                "credit_map_shape": [
+                    3,
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+                    32
+                ],
+                "top_frames": [
+                    0,
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a steady, eye-level close-up of three female pilots in a training scenario, with a central figure performing a specific exercise while two others mirror the action in a bright, modern facility. The actual video shows a single participant in a blue top with a ball, no visible yoga mat, and no second or third person. The setting is not clearly identifiable as a professional training facility, and the described dynamic sequence (opening/closing legs while squeezing a ball between ankles) is not observed. Overall, the video fails to realize the majority of the prompt’s key elements.\n\nVisual Quality Analysis:\nThe frames exhibit moderate clarity with some softness and minor compression artifacts. Lighting is generally adequate but not consistently bright or even across all frames, and color/contrast are acceptable though not vivid. There is little variation between frames, suggesting limited motion rather than smooth, high-fidelity capture. Overall, visual quality is average, with noticeable gaps relative to the prompt’s detailed description.\n\nText-to-Video Alignment Analysis:\nThere are substantial mismatches between the prompt and the video. The prompt calls for three female pilots, a dark yoga mat, a specific leg-opening/ankle-ball squeeze movement, and a bright, modern training facility with synchronized actions. The video instead presents a single participant, no mat, and no evidence of the described movement or multi-person synchronization. The setting does not convincingly resemble a professional training environment, resulting in a severe misalignment with the original instructions.\n\nPhysical Consistency (Common-sense):\nThe depicted actions appear physically plausible within a single-subject context, with no obvious anatomical or biomechanical violations. However, because the scene diverges from the requested multi-person, facility-based training scenario, there is a notable disconnect between the expected and observed content. Overall, physical consistency is acceptable at a basic level but does not compensate for the broader alignment failures.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 1,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.9375,
+                    "TA": 2.15625,
+                    "MQ": 2.671875,
+                    "Overall": 7.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a steady, eye-level close-up of three female pilots in a training scenario, with a central figure performing a specific exercise while two others mirror the action in a bright, modern facility. The actual video shows a single participant in a blue top with a ball, no visible yoga mat, and no second or third person. The setting is not clearly identifiable as a professional training facility, and the described dynamic sequence (opening/closing legs while squeezing a ball between ankles) is not observed. Overall, the video fails to realize the majority of the prompt’s key elements.\n\nVisual Quality Analysis:\nThe frames exhibit moderate clarity with some softness and minor compression artifacts. Lighting is generally adequate but not consistently bright or even across all frames, and color/contrast are acceptable though not vivid. There is little variation between frames, suggesting limited motion rather than smooth, high-fidelity capture. Overall, visual quality is average, with noticeable gaps relative to the prompt’s detailed description.\n\nText-to-Video Alignment Analysis:\nThere are substantial mismatches between the prompt and the video. The prompt calls for three female pilots, a dark yoga mat, a specific leg-opening/ankle-ball squeeze movement, and a bright, modern training facility with synchronized actions. The video instead presents a single participant, no mat, and no evidence of the described movement or multi-person synchronization. The setting does not convincingly resemble a professional training environment, resulting in a severe misalignment with the original instructions.\n\nPhysical Consistency (Common-sense):\nThe depicted actions appear physically plausible within a single-subject context, with no obvious anatomical or biomechanical violations. However, because the scene diverges from the requested multi-person, facility-based training scenario, there is a notable disconnect between the expected and observed content. Overall, physical consistency is acceptable at a basic level but does not compensate for the broader alignment failures.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_4/index_tensor([8783, 8783])_group_4_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_4/index_tensor([8783, 8783])_group_4_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..8bb2a86766c813a0ddf4346ab42367187ac6d703
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_4/index_tensor([8783, 8783])_group_4_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "slightly shaky handheld close-up immerses the viewer in a moment of quiet tension, focusing on a pair of slender, pale hands interacting with an ornate silver music box. The box, rectangular and adorned with intricate floral filigree, rests on the rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of its frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.",
+        "seed": 13840,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_4/index_8783_seed_13840_dp_8_rank_16_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.4375,
+        "video_score2_ta": 2.5,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 9.0625,
+        "avg": 9.0625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slightly shaky handheld close-up immerses the viewer in a moment of quiet tension, focusing on a pair of slender, pale hands interacting with an ornate silver music box. The box, rectangular and adorned with intricate floral filigree, rests on the rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of its frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.",
+                "token_credit_reward": 9.0625,
+                "selected_reward": 9.0625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slightly shaky handheld close-up that creates a moment of quiet tension, focusing on slender pale hands interacting with an ornate silver music box. The box is rectangular with intricate floral filigree resting on rich dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene\n\nVisual Quality Analysis:\nAcross the frames, the visuals are solid but not exceptional. The resolution is adequate and the lighting remains warm and moody, contributing to the atmosphere. The depth of field is used effectively, keeping the hands and box in focus while the background remains pleasantly blurred. The metallic surfaces show believable reflections and the wood texture reads convincingly. There are no obvious distortions or artifacts, and transitions between frames are smooth. Overall, the visual quality is competent and coherent, but it does not reach high-end cinematic polish. This aligns with a moderate Visual Quality score.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt, including a close-up, a slightly shaky handheld feel, and a moment of quiet tension. However, there are notable gaps: the hands do not appear slender or pale, and the box’s material and color do not match the described silver music box (the object shown appears darker). While the setting and mood align with parts of the prompt, these mismatches reduce fidelity. The overall alignment is moderate rather than strong, reflecting a mid-range score.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible physical interactions: the hands grip and manipulate the object with believable finger placement, and lighting/shadows behave consistently with the geometry. No obvious physics violations are present, and the motion feels natural. Some minor inconsistencies exist due to the mismatches with the described props, but they do not undermine basic common-sense expectations. Overall, physical consistency is acceptable but not exceptional.\n\nGround-truth scores:\nDim-1 Visual Quality: 3\nDim-2 Text-to-Video Alignment: 3\nDim-3 Physical Consistency: 3\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.4375,
+                    "TA": 2.5,
+                    "MQ": 3.125,
+                    "Overall": 9.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slightly shaky handheld close-up that creates a moment of quiet tension, focusing on slender pale hands interacting with an ornate silver music box. The box is rectangular with intricate floral filigree resting on rich dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene\n\nVisual Quality Analysis:\nAcross the frames, the visuals are solid but not exceptional. The resolution is adequate and the lighting remains warm and moody, contributing to the atmosphere. The depth of field is used effectively, keeping the hands and box in focus while the background remains pleasantly blurred. The metallic surfaces show believable reflections and the wood texture reads convincingly. There are no obvious distortions or artifacts, and transitions between frames are smooth. Overall, the visual quality is competent and coherent, but it does not reach high-end cinematic polish. This aligns with a moderate Visual Quality score.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt, including a close-up, a slightly shaky handheld feel, and a moment of quiet tension. However, there are notable gaps: the hands do not appear slender or pale, and the box’s material and color do not match the described silver music box (the object shown appears darker). While the setting and mood align with parts of the prompt, these mismatches reduce fidelity. The overall alignment is moderate rather than strong, reflecting a mid-range score.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible physical interactions: the hands grip and manipulate the object with believable finger placement, and lighting/shadows behave consistently with the geometry. No obvious physics violations are present, and the motion feels natural. Some minor inconsistencies exist due to the mismatches with the described props, but they do not undermine basic common-sense expectations. Overall, physical consistency is acceptable but not exceptional.\n\nGround-truth scores:\nDim-1 Visual Quality: 3\nDim-2 Text-to-Video Alignment: 3\nDim-3 Physical Consistency: 3\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slightly shaky handheld close-up immerses the viewer in a moment of quiet tension, focusing on a pair of slender, pale hands interacting with an ornate silver music box. The box, rectangular and adorned with intricate floral filigree, rests on the rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of its frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.",
+        "seed": 13841,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_4/index_8783_seed_13841_dp_8_rank_16_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.296875,
+        "video_score2_ta": 3.421875,
+        "video_score2_mq": 3.03125,
+        "video_score2_overall": 9.75,
+        "avg": 9.75,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slightly shaky handheld close-up immerses the viewer in a moment of quiet tension, focusing on a pair of slender, pale hands interacting with an ornate silver music box. The box, rectangular and adorned with intricate floral filigree, rests on the rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of its frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.",
+                "token_credit_reward": 9.75,
+                "selected_reward": 9.75,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly shaky handheld close-up focusing on slender, pale hands interacting with an ornate silver music box. The box is rectangular with intricate floral filigree resting on rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and warm lighting, but there are occasional minor softness and slight color/contrast inconsistencies that prevent a higher rating. The sequence remains coherent and the depth-of-field supports the intimate mood, though some frames exhibit mild noise or compression artifacts that temper overall sharpness.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the key elements: a slightly shaky handheld close-up, slender pale hands, an ornate silver rectangular box with floral filigree, a polished wooden table, and a dim, wood-paneled study ambiance with warm lighting. The hands interact with the box in a way that mirrors the described tracing and weight assessment, and the atmosphere aligns with the prompt. Minor deviations exist in exact finger positioning and the timing of the weight-check gesture, but these do not significantly detract from the overall correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The interactions feel plausible and the box responds realistically to touch, with believable reflections and shadows. However, there are small inconsistencies in micro-motions and weight perception across frames that prevent a higher score, though nothing breaks the overall realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.296875,
+                    "TA": 3.421875,
+                    "MQ": 3.03125,
+                    "Overall": 9.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly shaky handheld close-up focusing on slender, pale hands interacting with an ornate silver music box. The box is rectangular with intricate floral filigree resting on rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and warm lighting, but there are occasional minor softness and slight color/contrast inconsistencies that prevent a higher rating. The sequence remains coherent and the depth-of-field supports the intimate mood, though some frames exhibit mild noise or compression artifacts that temper overall sharpness.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the key elements: a slightly shaky handheld close-up, slender pale hands, an ornate silver rectangular box with floral filigree, a polished wooden table, and a dim, wood-paneled study ambiance with warm lighting. The hands interact with the box in a way that mirrors the described tracing and weight assessment, and the atmosphere aligns with the prompt. Minor deviations exist in exact finger positioning and the timing of the weight-check gesture, but these do not significantly detract from the overall correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The interactions feel plausible and the box responds realistically to touch, with believable reflections and shadows. However, there are small inconsistencies in micro-motions and weight perception across frames that prevent a higher score, though nothing breaks the overall realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slightly shaky handheld close-up immerses the viewer in a moment of quiet tension, focusing on a pair of slender, pale hands interacting with an ornate silver music box. The box, rectangular and adorned with intricate floral filigree, rests on the rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of its frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.",
+        "seed": 13842,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_4/index_8783_seed_13842_dp_9_rank_18_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.5625,
+        "video_score2_ta": 2.953125,
+        "video_score2_mq": 2.984375,
+        "video_score2_overall": 9.5,
+        "avg": 9.5,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slightly shaky handheld close-up immerses the viewer in a moment of quiet tension, focusing on a pair of slender, pale hands interacting with an ornate silver music box. The box, rectangular and adorned with intricate floral filigree, rests on the rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of its frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.",
+                "token_credit_reward": 9.5,
+                "selected_reward": 9.5,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slightly shaky handheld close-up focusing on slender, pale hands interacting with an ornate silver music box. The box is rectangular with intricate floral filigree resting on rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not exceptional. The resolution is adequate and details are generally discernible, yet some frames show mild softness or minor noise that prevent a consistently sharp look. The lighting remains warm and moody, with believable highlights on the silver box and rich shadows, though occasional slight inconsistencies appear across shots. The depth of field is present, with the background softly blurred, which supports the intimate mood but does not compensate for overall fidelity. The sequence maintains a cohesive color palette and atmosphere, and there are no obvious distortions or artifacts. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a close-up focus on hands, an ornate silver box, and a warm, shadowy ambiance. However, certain aspects are only partially realized: the hands do interact with the box, but their movement reads more restrained than the described nervous, hesitant grace; the tracing of engravings and the lifting/lowering actions are present but not consistently emphasized throughout the sequence. The alignment is acceptable but not perfect, reflecting a moderate level of fidelity (score 3).\n\nPhysical Consistency / Common-sense:\nThe scene adheres to plausible physical behavior: the hands grip and manipulate the box with believable weight cues, reflections respond realistically to lighting, and spatial relationships remain coherent. There are no glaring violations of physics or common-sense expectations. Some micro-dynamics could be refined for greater realism, but overall the interaction feels credible (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.5625,
+                    "TA": 2.953125,
+                    "MQ": 2.984375,
+                    "Overall": 9.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a slightly shaky handheld close-up focusing on slender, pale hands interacting with an ornate silver music box. The box is rectangular with intricate floral filigree resting on rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not exceptional. The resolution is adequate and details are generally discernible, yet some frames show mild softness or minor noise that prevent a consistently sharp look. The lighting remains warm and moody, with believable highlights on the silver box and rich shadows, though occasional slight inconsistencies appear across shots. The depth of field is present, with the background softly blurred, which supports the intimate mood but does not compensate for overall fidelity. The sequence maintains a cohesive color palette and atmosphere, and there are no obvious distortions or artifacts. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a close-up focus on hands, an ornate silver box, and a warm, shadowy ambiance. However, certain aspects are only partially realized: the hands do interact with the box, but their movement reads more restrained than the described nervous, hesitant grace; the tracing of engravings and the lifting/lowering actions are present but not consistently emphasized throughout the sequence. The alignment is acceptable but not perfect, reflecting a moderate level of fidelity (score 3).\n\nPhysical Consistency / Common-sense:\nThe scene adheres to plausible physical behavior: the hands grip and manipulate the box with believable weight cues, reflections respond realistically to lighting, and spatial relationships remain coherent. There are no glaring violations of physics or common-sense expectations. Some micro-dynamics could be refined for greater realism, but overall the interaction feels credible (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slightly shaky handheld close-up immerses the viewer in a moment of quiet tension, focusing on a pair of slender, pale hands interacting with an ornate silver music box. The box, rectangular and adorned with intricate floral filigree, rests on the rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of its frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.",
+        "seed": 13843,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_4/index_8783_seed_13843_dp_9_rank_18_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.359375,
+        "video_score2_ta": 2.921875,
+        "video_score2_mq": 3.0625,
+        "video_score2_overall": 9.375,
+        "avg": 9.34375,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "slightly shaky handheld close-up immerses the viewer in a moment of quiet tension, focusing on a pair of slender, pale hands interacting with an ornate silver music box. The box, rectangular and adorned with intricate floral filigree, rests on the rich, dark wood of a polished table in a dimly lit, wood-paneled study. A warm light source, perhaps a desk lamp just out of its frame, casts dramatic highlights on the polished silver surface and deepens the shadows of the surrounding mahogany panels. The hands move with a nervous, hesitant grace; slender fingers delicately trace the engravings on the lid, thumbs restlessly rubbing the worn corners, and the hands briefly lift the box as if to measure its weight, then lower it again with deliberate, unresolved anxiety. The subtle camera shake causes the silver reflection to shimmer, amplifying the palpable sense of unease and anticipation that permeates the warm, shadowy, and profoundly atmospheric scene.",
+                "token_credit_reward": 9.375,
+                "selected_reward": 9.375,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly shaky handheld close-up focusing on slender, pale hands interacting with an ornate silver music box. The box is rectangular with intricate floral filigree resting on rich dark wood. The lighting is dim with a warm source casting dramatic highlights on the silver and deepening shadows. The hands move with nervous, hesitant grace, tracing the engravings on the lid while the camera shakiness adds to the atmosphere.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and warm lighting, but there are occasional minor softness and slight color/contrast inconsistencies that prevent a higher rating. The depth of field and framing are generally solid, yet some frames exhibit mild noise or compression artifacts that temper the overall impression. The sequence remains coherent and visually acceptable, though not exceptional.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a slightly shaky handheld close-up, slender pale hands, an ornate silver rectangular box with floral filigree, and interaction with the box. The setting on rich dark wood and the warm, dim lighting are present. Some nuanced details such as the precise motion of tracing engraving lines and the exact timing of hand movements are not perfectly matched, but the main components align well with the description.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The hands interact with the box in a generally plausible manner, with natural grip and movement. However, there are minor inconsistencies in finger positioning and subtle timing that prevent a higher score. The scene remains believable and coherent, with no major anatomical or physical implausibilities.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.359375,
+                    "TA": 2.921875,
+                    "MQ": 3.0625,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slightly shaky handheld close-up focusing on slender, pale hands interacting with an ornate silver music box. The box is rectangular with intricate floral filigree resting on rich dark wood. The lighting is dim with a warm source casting dramatic highlights on the silver and deepening shadows. The hands move with nervous, hesitant grace, tracing the engravings on the lid while the camera shakiness adds to the atmosphere.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and warm lighting, but there are occasional minor softness and slight color/contrast inconsistencies that prevent a higher rating. The depth of field and framing are generally solid, yet some frames exhibit mild noise or compression artifacts that temper the overall impression. The sequence remains coherent and visually acceptable, though not exceptional.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a slightly shaky handheld close-up, slender pale hands, an ornate silver rectangular box with floral filigree, and interaction with the box. The setting on rich dark wood and the warm, dim lighting are present. Some nuanced details such as the precise motion of tracing engraving lines and the exact timing of hand movements are not perfectly matched, but the main components align well with the description.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The hands interact with the box in a generally plausible manner, with natural grip and movement. However, there are minor inconsistencies in finger positioning and subtle timing that prevent a higher score. The scene remains believable and coherent, with no major anatomical or physical implausibilities.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_5/index_tensor([7425, 7425])_group_5_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_5/index_tensor([7425, 7425])_group_5_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..aa66df7252e163f4021f2fd698b56c9ee62b5889
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_5/index_tensor([7425, 7425])_group_5_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "smooth, low-angle tracking shot closely follows a massive oil platform ship struggling to navigate the turbulent sea. Thick, leaden clouds hang low, almost pressing against the sea, casting a cold, diffuse natural light, making the world appear monotonous and oppressive. The ship's massive steel structure is covered with the signs of aging. Large patches of rust spread across its wet, dark hull like dried blood. The complex network of pipes, cranes, and towering drilling towers trembles slightly in the wind and waves. Again and again, huge, mountainous waves crash from the side and front, stirring up violent white foam. The cold water lashes against the hull with a dull, labored roar and spraying clouds of water. The camera steadily captures every moment of the ship's violent rise and fall between the crest and trough of the waves. Every time the bow struggles to break through the waves, the entire hull twists and trembles slightly under the impact of the huge waves. This picture is full of tragic and tenacious industrial aesthetics that fight against natural forces. In the cold tones and ruthless dynamics, it creates an awe-inspiring sense of epic of the industrial age and a profound sense of historical weight.",
+        "seed": 25875,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_5/index_7425_seed_25875_dp_10_rank_20_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.046875,
+        "video_score2_ta": 3.734375,
+        "video_score2_mq": 3.3125,
+        "video_score2_overall": 10.125,
+        "avg": 10.09375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "smooth, low-angle tracking shot closely follows a massive oil platform ship struggling to navigate the turbulent sea. Thick, leaden clouds hang low, almost pressing against the sea, casting a cold, diffuse natural light, making the world appear monotonous and oppressive. The ship's massive steel structure is covered with the signs of aging. Large patches of rust spread across its wet, dark hull like dried blood. The complex network of pipes, cranes, and towering drilling towers trembles slightly in the wind and waves. Again and again, huge, mountainous waves crash from the side and front, stirring up violent white foam. The cold water lashes against the hull with a dull, labored roar and spraying clouds of water. The camera steadily captures every moment of the ship's violent rise and fall between the crest and trough of the waves. Every time the bow struggles to break through the waves, the entire hull twists and trembles slightly under the impact of the huge waves. This picture is full of tragic and tenacious industrial aesthetics that fight against natural forces. In the cold tones and ruthless dynamics, it creates an awe-inspiring sense of epic of the industrial age and a profound sense of historical weight.",
+                "token_credit_reward": 10.125,
+                "selected_reward": 10.125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a smooth, low-angle tracking shot following a massive oil platform ship navigating turbulent seas. It envisions thick, leaden clouds, a cold diffuse natural light, and a monotonous, oppressive mood. The ship should show signs of aging with rust patches, a complex network of pipes and cranes, and towering structures. Waves should be large and mountainous with white foam, and the hull should twist and tremble as the vessel interacts with the sea. The scene should convey an epic industrial aesthetic amid harsh conditions.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and general clarity, but there are noticeable soft areas and some atmospheric haze that reduce sharpness. Lighting remains consistently overcast and diffused, which suits the mood but contributes to a flatter look. Water effects and wave motion are present and readable, though not exceptionally detailed. The ship’s silhouette and deck elements remain identifiable, and transitions between frames are smooth. In sum, the visuals convey the intended atmosphere, but do not reach high-fidelity detail or dynamic realism.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle tracking shot of a large platform-like vessel amid turbulent waters, with visible deck machinery and a weathered appearance. The cold, diffuse lighting and oppressive mood align with the description. Some nuanced details—such as precise aging textures and the exact interplay of light and spray—are not fully realized, but the core elements and composition faithfully reflect the prompt. The result is a coherent translation of the textual vision into visuals, with minor gaps in fine-grained realism.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The vessel’s interaction with the sea and the general physics of waves and spray feel plausible, and the scale relationships are reasonable. However, certain motions and environmental interactions could be more convincingly integrated; for example, the timing of hull deformations and spray could better match the wave dynamics, and some lighting/shadow cues may not perfectly align with the wind and sea state. Overall, the scene maintains believable maritime physics without major contradictions.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.046875,
+                    "TA": 3.734375,
+                    "MQ": 3.3125,
+                    "Overall": 10.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a smooth, low-angle tracking shot following a massive oil platform ship navigating turbulent seas. It envisions thick, leaden clouds, a cold diffuse natural light, and a monotonous, oppressive mood. The ship should show signs of aging with rust patches, a complex network of pipes and cranes, and towering structures. Waves should be large and mountainous with white foam, and the hull should twist and tremble as the vessel interacts with the sea. The scene should convey an epic industrial aesthetic amid harsh conditions.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and general clarity, but there are noticeable soft areas and some atmospheric haze that reduce sharpness. Lighting remains consistently overcast and diffused, which suits the mood but contributes to a flatter look. Water effects and wave motion are present and readable, though not exceptionally detailed. The ship’s silhouette and deck elements remain identifiable, and transitions between frames are smooth. In sum, the visuals convey the intended atmosphere, but do not reach high-fidelity detail or dynamic realism.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle tracking shot of a large platform-like vessel amid turbulent waters, with visible deck machinery and a weathered appearance. The cold, diffuse lighting and oppressive mood align with the description. Some nuanced details—such as precise aging textures and the exact interplay of light and spray—are not fully realized, but the core elements and composition faithfully reflect the prompt. The result is a coherent translation of the textual vision into visuals, with minor gaps in fine-grained realism.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The vessel’s interaction with the sea and the general physics of waves and spray feel plausible, and the scale relationships are reasonable. However, certain motions and environmental interactions could be more convincingly integrated; for example, the timing of hull deformations and spray could better match the wave dynamics, and some lighting/shadow cues may not perfectly align with the wind and sea state. Overall, the scene maintains believable maritime physics without major contradictions.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "smooth, low-angle tracking shot closely follows a massive oil platform ship struggling to navigate the turbulent sea. Thick, leaden clouds hang low, almost pressing against the sea, casting a cold, diffuse natural light, making the world appear monotonous and oppressive. The ship's massive steel structure is covered with the signs of aging. Large patches of rust spread across its wet, dark hull like dried blood. The complex network of pipes, cranes, and towering drilling towers trembles slightly in the wind and waves. Again and again, huge, mountainous waves crash from the side and front, stirring up violent white foam. The cold water lashes against the hull with a dull, labored roar and spraying clouds of water. The camera steadily captures every moment of the ship's violent rise and fall between the crest and trough of the waves. Every time the bow struggles to break through the waves, the entire hull twists and trembles slightly under the impact of the huge waves. This picture is full of tragic and tenacious industrial aesthetics that fight against natural forces. In the cold tones and ruthless dynamics, it creates an awe-inspiring sense of epic of the industrial age and a profound sense of historical weight.",
+        "seed": 25876,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_5/index_7425_seed_25876_dp_10_rank_20_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.765625,
+        "video_score2_ta": 3.375,
+        "video_score2_mq": 3.375,
+        "video_score2_overall": 9.5,
+        "avg": 9.515625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "smooth, low-angle tracking shot closely follows a massive oil platform ship struggling to navigate the turbulent sea. Thick, leaden clouds hang low, almost pressing against the sea, casting a cold, diffuse natural light, making the world appear monotonous and oppressive. The ship's massive steel structure is covered with the signs of aging. Large patches of rust spread across its wet, dark hull like dried blood. The complex network of pipes, cranes, and towering drilling towers trembles slightly in the wind and waves. Again and again, huge, mountainous waves crash from the side and front, stirring up violent white foam. The cold water lashes against the hull with a dull, labored roar and spraying clouds of water. The camera steadily captures every moment of the ship's violent rise and fall between the crest and trough of the waves. Every time the bow struggles to break through the waves, the entire hull twists and trembles slightly under the impact of the huge waves. This picture is full of tragic and tenacious industrial aesthetics that fight against natural forces. In the cold tones and ruthless dynamics, it creates an awe-inspiring sense of epic of the industrial age and a profound sense of historical weight.",
+                "token_credit_reward": 9.5,
+                "selected_reward": 9.5,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a smooth, low-angle tracking shot following a massive oil platform ship navigating turbulent seas. It envisions thick, leaden clouds, a cold, diffuse natural light, and a monotonous, oppressive mood. The ship should show signs of aging with rust patches, a complex network of pipes and cranes, and towering structures. Waves should be large and mountainous with white foam, and the hull should twist and tremble as the vessel interacts with the waves. The scene should convey an epic industrial aesthetic amid harsh conditions.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and general clarity, but there are noticeable soft areas and some atmospheric haze that reduce fine detail. Lighting remains consistently overcast, supporting the moody atmosphere, yet it does not achieve high-fidelity rendering. Water effects and wave motion are present but not exceptionally sharp, and the ship details are visible though not crisply defined. The sequence appears stable without major distortions, but the overall image fidelity does not reach high-end realism.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle tracking shot of a large vessel in rough seas, with a muted palette and diffused lighting that align with the intended mood. The vessel’s aged appearance and visible structural elements match the description, and the dynamic interaction with the waves is evident. Some nuanced aspects—such as the exact portrayal of rust distribution or the precise depiction of the ship’s network of pipes—are not fully explicit, but the core elements and atmosphere align well with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The vessel’s scale and its interaction with the environment feel plausible, and the wave dynamics are believable within the scene. However, certain motions and environmental interactions could be more tightly constrained by real-world physics, leaving room for minor inconsistencies in timing or scale cues. Overall, the scene maintains coherent physical behavior without obvious violations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.765625,
+                    "TA": 3.375,
+                    "MQ": 3.375,
+                    "Overall": 9.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a smooth, low-angle tracking shot following a massive oil platform ship navigating turbulent seas. It envisions thick, leaden clouds, a cold, diffuse natural light, and a monotonous, oppressive mood. The ship should show signs of aging with rust patches, a complex network of pipes and cranes, and towering structures. Waves should be large and mountainous with white foam, and the hull should twist and tremble as the vessel interacts with the waves. The scene should convey an epic industrial aesthetic amid harsh conditions.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and general clarity, but there are noticeable soft areas and some atmospheric haze that reduce fine detail. Lighting remains consistently overcast, supporting the moody atmosphere, yet it does not achieve high-fidelity rendering. Water effects and wave motion are present but not exceptionally sharp, and the ship details are visible though not crisply defined. The sequence appears stable without major distortions, but the overall image fidelity does not reach high-end realism.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle tracking shot of a large vessel in rough seas, with a muted palette and diffused lighting that align with the intended mood. The vessel’s aged appearance and visible structural elements match the description, and the dynamic interaction with the waves is evident. Some nuanced aspects—such as the exact portrayal of rust distribution or the precise depiction of the ship’s network of pipes—are not fully explicit, but the core elements and atmosphere align well with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The vessel’s scale and its interaction with the environment feel plausible, and the wave dynamics are believable within the scene. However, certain motions and environmental interactions could be more tightly constrained by real-world physics, leaving room for minor inconsistencies in timing or scale cues. Overall, the scene maintains coherent physical behavior without obvious violations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "smooth, low-angle tracking shot closely follows a massive oil platform ship struggling to navigate the turbulent sea. Thick, leaden clouds hang low, almost pressing against the sea, casting a cold, diffuse natural light, making the world appear monotonous and oppressive. The ship's massive steel structure is covered with the signs of aging. Large patches of rust spread across its wet, dark hull like dried blood. The complex network of pipes, cranes, and towering drilling towers trembles slightly in the wind and waves. Again and again, huge, mountainous waves crash from the side and front, stirring up violent white foam. The cold water lashes against the hull with a dull, labored roar and spraying clouds of water. The camera steadily captures every moment of the ship's violent rise and fall between the crest and trough of the waves. Every time the bow struggles to break through the waves, the entire hull twists and trembles slightly under the impact of the huge waves. This picture is full of tragic and tenacious industrial aesthetics that fight against natural forces. In the cold tones and ruthless dynamics, it creates an awe-inspiring sense of epic of the industrial age and a profound sense of historical weight.",
+        "seed": 25877,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_5/index_7425_seed_25877_dp_11_rank_22_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.96875,
+        "video_score2_ta": 3.78125,
+        "video_score2_mq": 3.34375,
+        "video_score2_overall": 10.125,
+        "avg": 10.09375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "smooth, low-angle tracking shot closely follows a massive oil platform ship struggling to navigate the turbulent sea. Thick, leaden clouds hang low, almost pressing against the sea, casting a cold, diffuse natural light, making the world appear monotonous and oppressive. The ship's massive steel structure is covered with the signs of aging. Large patches of rust spread across its wet, dark hull like dried blood. The complex network of pipes, cranes, and towering drilling towers trembles slightly in the wind and waves. Again and again, huge, mountainous waves crash from the side and front, stirring up violent white foam. The cold water lashes against the hull with a dull, labored roar and spraying clouds of water. The camera steadily captures every moment of the ship's violent rise and fall between the crest and trough of the waves. Every time the bow struggles to break through the waves, the entire hull twists and trembles slightly under the impact of the huge waves. This picture is full of tragic and tenacious industrial aesthetics that fight against natural forces. In the cold tones and ruthless dynamics, it creates an awe-inspiring sense of epic of the industrial age and a profound sense of historical weight.",
+                "token_credit_reward": 10.125,
+                "selected_reward": 10.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a smooth, low-angle tracking shot following a massive oil platform ship navigating turbulent seas. It emphasizes thick, leaden clouds, a cold diffuse natural light, and a monotonous, oppressive mood. The scene should show large patches of rust on the hull, a complex network of pipes and cranes, towering structures, and dramatic wave action with white foam and water spray. The camera should capture the ship's struggle through rough seas and the interplay between industrial machinery and natural forces.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames maintain decent resolution and legibility of the ship details, but there is noticeable haziness and some softness that reduce sharpness. Lighting remains consistently overcast, supporting the moody atmosphere, and color grading stays within muted blues and grays. There are no major distortions or artifacts, and transitions between frames are smooth. The atmospheric effects contribute to the scene but also contribute to reduced crispness.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle tracking shot of a large platform ship amid turbulent waters, with visible weathering and industrial features. The mood and composition align with the intended narrative. Some nuanced details such as explicit emphasis on rust distribution or the exact portrayal of the pipe/crane network are not fully foregrounded, but the core elements and dynamics match the prompt well.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The vessel interacts with the sea in a believable manner, with plausible buoyancy and motion. Atmospheric conditions and lighting support the scene's realism. However, certain aspects such as the precise scale relationships between deck elements and surrounding waves, or the exact behavior of water spray during heavy seas, are not perfectly resolved, leaving room for minor inconsistencies.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.96875,
+                    "TA": 3.78125,
+                    "MQ": 3.34375,
+                    "Overall": 10.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a smooth, low-angle tracking shot following a massive oil platform ship navigating turbulent seas. It emphasizes thick, leaden clouds, a cold diffuse natural light, and a monotonous, oppressive mood. The scene should show large patches of rust on the hull, a complex network of pipes and cranes, towering structures, and dramatic wave action with white foam and water spray. The camera should capture the ship's struggle through rough seas and the interplay between industrial machinery and natural forces.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames maintain decent resolution and legibility of the ship details, but there is noticeable haziness and some softness that reduce sharpness. Lighting remains consistently overcast, supporting the moody atmosphere, and color grading stays within muted blues and grays. There are no major distortions or artifacts, and transitions between frames are smooth. The atmospheric effects contribute to the scene but also contribute to reduced crispness.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle tracking shot of a large platform ship amid turbulent waters, with visible weathering and industrial features. The mood and composition align with the intended narrative. Some nuanced details such as explicit emphasis on rust distribution or the exact portrayal of the pipe/crane network are not fully foregrounded, but the core elements and dynamics match the prompt well.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The vessel interacts with the sea in a believable manner, with plausible buoyancy and motion. Atmospheric conditions and lighting support the scene's realism. However, certain aspects such as the precise scale relationships between deck elements and surrounding waves, or the exact behavior of water spray during heavy seas, are not perfectly resolved, leaving room for minor inconsistencies.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "smooth, low-angle tracking shot closely follows a massive oil platform ship struggling to navigate the turbulent sea. Thick, leaden clouds hang low, almost pressing against the sea, casting a cold, diffuse natural light, making the world appear monotonous and oppressive. The ship's massive steel structure is covered with the signs of aging. Large patches of rust spread across its wet, dark hull like dried blood. The complex network of pipes, cranes, and towering drilling towers trembles slightly in the wind and waves. Again and again, huge, mountainous waves crash from the side and front, stirring up violent white foam. The cold water lashes against the hull with a dull, labored roar and spraying clouds of water. The camera steadily captures every moment of the ship's violent rise and fall between the crest and trough of the waves. Every time the bow struggles to break through the waves, the entire hull twists and trembles slightly under the impact of the huge waves. This picture is full of tragic and tenacious industrial aesthetics that fight against natural forces. In the cold tones and ruthless dynamics, it creates an awe-inspiring sense of epic of the industrial age and a profound sense of historical weight.",
+        "seed": 25878,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_5/index_7425_seed_25878_dp_11_rank_22_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.796875,
+        "video_score2_ta": 2.96875,
+        "video_score2_mq": 3.109375,
+        "video_score2_overall": 8.875,
+        "avg": 8.875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "smooth, low-angle tracking shot closely follows a massive oil platform ship struggling to navigate the turbulent sea. Thick, leaden clouds hang low, almost pressing against the sea, casting a cold, diffuse natural light, making the world appear monotonous and oppressive. The ship's massive steel structure is covered with the signs of aging. Large patches of rust spread across its wet, dark hull like dried blood. The complex network of pipes, cranes, and towering drilling towers trembles slightly in the wind and waves. Again and again, huge, mountainous waves crash from the side and front, stirring up violent white foam. The cold water lashes against the hull with a dull, labored roar and spraying clouds of water. The camera steadily captures every moment of the ship's violent rise and fall between the crest and trough of the waves. Every time the bow struggles to break through the waves, the entire hull twists and trembles slightly under the impact of the huge waves. This picture is full of tragic and tenacious industrial aesthetics that fight against natural forces. In the cold tones and ruthless dynamics, it creates an awe-inspiring sense of epic of the industrial age and a profound sense of historical weight.",
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+                    3,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a smooth, low-angle tracking shot following a massive oil platform ship navigating turbulent seas. It envisions thick, leaden clouds, a cold, diffuse natural light, and a monotonous, oppressive mood. The vessel should show signs of aging with rust patches, and the scene should include large waves, white foam, and the ship twisting and trembling as it maneuvers through rough waters. The overall aesthetic should convey industrial struggle against nature, with cold tones and a sense of epic industrial age.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are legible but not pristine. The resolution is moderate, with some softness and occasional compression artifacts. The ship remains identifiable, though fine details are not consistently sharp. Lighting is generally flat and lacks strong contrast, contributing to a muted overall look. Water effects exist but do not exhibit high fidelity or dramatic motion. Overall, the visual quality is acceptable but not exceptional, aligning with a mid-range assessment.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt — a large vessel in rough seas with visible waves and foam, and a low-angle perspective that tracks the ship. However, certain prompt specifics are underrepresented: the ship’s surface details (e.g., rust patches, pipe networks) are not clearly visible, and the atmosphere described by thick, leaden clouds and a cold, oppressive mood is not strongly conveyed. The alignment is adequate but not fully faithful to all aspects of the prompt.\n\nPhysical/Common-sense Consistency Assessment:\nThe vessel’s interaction with the waves appears plausible at a basic level, with the hull engaging with water and some expected motion. Yet the dynamics feel somewhat restrained: wave behavior and foam patterns lack extreme turbulence, and the ship’s responses to the seas are not consistently exaggerated. Lighting and environmental cues do not convincingly reflect a harsh maritime setting, reducing perceived realism. Overall, physical consistency is present but not strongly convincing.\n\nOverall assessment:\nThe video demonstrates moderate technical execution with partial alignment to the prompt. Visual quality, text-to-video alignment, and physical/common-sense consistency each sit around a middle score, indicating room for improvement in fidelity and realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.796875,
+                    "TA": 2.96875,
+                    "MQ": 3.109375,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a smooth, low-angle tracking shot following a massive oil platform ship navigating turbulent seas. It envisions thick, leaden clouds, a cold, diffuse natural light, and a monotonous, oppressive mood. The vessel should show signs of aging with rust patches, and the scene should include large waves, white foam, and the ship twisting and trembling as it maneuvers through rough waters. The overall aesthetic should convey industrial struggle against nature, with cold tones and a sense of epic industrial age.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are legible but not pristine. The resolution is moderate, with some softness and occasional compression artifacts. The ship remains identifiable, though fine details are not consistently sharp. Lighting is generally flat and lacks strong contrast, contributing to a muted overall look. Water effects exist but do not exhibit high fidelity or dramatic motion. Overall, the visual quality is acceptable but not exceptional, aligning with a mid-range assessment.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt — a large vessel in rough seas with visible waves and foam, and a low-angle perspective that tracks the ship. However, certain prompt specifics are underrepresented: the ship’s surface details (e.g., rust patches, pipe networks) are not clearly visible, and the atmosphere described by thick, leaden clouds and a cold, oppressive mood is not strongly conveyed. The alignment is adequate but not fully faithful to all aspects of the prompt.\n\nPhysical/Common-sense Consistency Assessment:\nThe vessel’s interaction with the waves appears plausible at a basic level, with the hull engaging with water and some expected motion. Yet the dynamics feel somewhat restrained: wave behavior and foam patterns lack extreme turbulence, and the ship’s responses to the seas are not consistently exaggerated. Lighting and environmental cues do not convincingly reflect a harsh maritime setting, reducing perceived realism. Overall, physical consistency is present but not strongly convincing.\n\nOverall assessment:\nThe video demonstrates moderate technical execution with partial alignment to the prompt. Visual quality, text-to-video alignment, and physical/common-sense consistency each sit around a middle score, indicating room for improvement in fidelity and realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_6/index_tensor([9801, 9801])_group_6_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_6/index_tensor([9801, 9801])_group_6_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a7ea983e91f4fdd005f4a9e1b3f2950acbf54c0
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_6/index_tensor([9801, 9801])_group_6_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "This extreme close-up, still shot, rendered in surreal detail, captures a black spiny-tailed iguana at eye level, its body pressed low against a rough, sun-scorched granite rock of warm ochre. Harsh direct sunlight glints off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera's sharp focus is fixed on its powerful, ringed tail, which begins to sway not with a flick, but with slow, deliberate, and hypnotic sweeps. This movement, originating from a thick, muscular base, undulates along its length in controlled waves, causing the awe-inspiring rings of keratinous spines to articulate with sinister grace. This subtle yet powerful movement, contrasting with the absolute stillness of the rest of its body, showcases the intricate leathery skin between its scales and conveys a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.",
+        "seed": 28696,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_6/index_9801_seed_28696_dp_12_rank_24_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.5625,
+        "video_score2_ta": 2.28125,
+        "video_score2_mq": 3.15625,
+        "video_score2_overall": 8.0,
+        "avg": 8.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This extreme close-up, still shot, rendered in surreal detail, captures a black spiny-tailed iguana at eye level, its body pressed low against a rough, sun-scorched granite rock of warm ochre. Harsh direct sunlight glints off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera's sharp focus is fixed on its powerful, ringed tail, which begins to sway not with a flick, but with slow, deliberate, and hypnotic sweeps. This movement, originating from a thick, muscular base, undulates along its length in controlled waves, causing the awe-inspiring rings of keratinous spines to articulate with sinister grace. This subtle yet powerful movement, contrasting with the absolute stillness of the rest of its body, showcases the intricate leathery skin between its scales and conveys a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.",
+                "token_credit_reward": 8.0,
+                "selected_reward": 8.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up, still shot of a black spiny-tailed iguana at eye level, with the body pressed low against a warm, sun-scorched granite rock. It calls for harsh direct sunlight, detailed rendering of the scales, a focus on the powerful ringed tail, and a subtle yet hypnotic tail movement originating from a thick, muscular base. The scene should convey ancient reptilian alertness and absolute dominance over a sun-baked territory.\n\nVisual Quality Analysis:\nAcross the frames, the subject remains identifiable as a reptile with textured skin and visible eyes. However, overall sharpness is moderate due to some softness and minor compression artifacts. Lighting is generally consistent, but the lack of high-frequency detail reduces perceived realism. The sequence appears largely static with limited motion, which dampens visual impact. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt — a close-up view, a dark-colored reptile, and a rocky background with sunlit highlights. However, key aspects are underrepresented: the tail movement is minimal or absent, and the dramatic, hypnotic tail motion described in the prompt is not realized. The alignment is partial rather than complete, yielding a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe depiction maintains plausible anatomy and environmental interaction; there are no obvious physical inconsistencies. The static presentation does not introduce implausible dynamics, though it reduces the sense of living motion. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.5625,
+                    "TA": 2.28125,
+                    "MQ": 3.15625,
+                    "Overall": 8.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up, still shot of a black spiny-tailed iguana at eye level, with the body pressed low against a warm, sun-scorched granite rock. It calls for harsh direct sunlight, detailed rendering of the scales, a focus on the powerful ringed tail, and a subtle yet hypnotic tail movement originating from a thick, muscular base. The scene should convey ancient reptilian alertness and absolute dominance over a sun-baked territory.\n\nVisual Quality Analysis:\nAcross the frames, the subject remains identifiable as a reptile with textured skin and visible eyes. However, overall sharpness is moderate due to some softness and minor compression artifacts. Lighting is generally consistent, but the lack of high-frequency detail reduces perceived realism. The sequence appears largely static with limited motion, which dampens visual impact. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt — a close-up view, a dark-colored reptile, and a rocky background with sunlit highlights. However, key aspects are underrepresented: the tail movement is minimal or absent, and the dramatic, hypnotic tail motion described in the prompt is not realized. The alignment is partial rather than complete, yielding a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe depiction maintains plausible anatomy and environmental interaction; there are no obvious physical inconsistencies. The static presentation does not introduce implausible dynamics, though it reduces the sense of living motion. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "This extreme close-up, still shot, rendered in surreal detail, captures a black spiny-tailed iguana at eye level, its body pressed low against a rough, sun-scorched granite rock of warm ochre. Harsh direct sunlight glints off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera's sharp focus is fixed on its powerful, ringed tail, which begins to sway not with a flick, but with slow, deliberate, and hypnotic sweeps. This movement, originating from a thick, muscular base, undulates along its length in controlled waves, causing the awe-inspiring rings of keratinous spines to articulate with sinister grace. This subtle yet powerful movement, contrasting with the absolute stillness of the rest of its body, showcases the intricate leathery skin between its scales and conveys a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.",
+        "seed": 28697,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_6/index_9801_seed_28697_dp_12_rank_24_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.84375,
+        "video_score2_ta": 2.65625,
+        "video_score2_mq": 4.0625,
+        "video_score2_overall": 10.5625,
+        "avg": 10.5625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This extreme close-up, still shot, rendered in surreal detail, captures a black spiny-tailed iguana at eye level, its body pressed low against a rough, sun-scorched granite rock of warm ochre. Harsh direct sunlight glints off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera's sharp focus is fixed on its powerful, ringed tail, which begins to sway not with a flick, but with slow, deliberate, and hypnotic sweeps. This movement, originating from a thick, muscular base, undulates along its length in controlled waves, causing the awe-inspiring rings of keratinous spines to articulate with sinister grace. This subtle yet powerful movement, contrasting with the absolute stillness of the rest of its body, showcases the intricate leathery skin between its scales and conveys a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.",
+                "token_credit_reward": 10.5625,
+                "selected_reward": 10.5625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up, still shot of a black spiny-tailed iguana at eye level, with the body pressed low against a warm, sun-scorched granite rock. It calls for harsh direct sunlight glinting off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form. The camera should be fixed on the powerful, ringed tail, which begins to sway with slow, deliberate, hypnotic sweeps from a thick, muscular base along its length in controlled waves, revealing intricate leathery skin between scales and conveying ancient reptilian alertness and absolute dominance over its sun-baked territory.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid overall. The subject remains clearly visible with good detail in the scales and texture, and lighting is generally consistent. The background separation and depth cues are present, and there are no obvious distortions or artifacts. However, the sequence appears largely static across frames, with minimal motion between frames, which reduces the sense of dynamic realism. Overall, Visual Quality is strong but not perfect, aligning with a score of 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements described in the prompt — close-up framing, still shot, clear subject visibility, and detailed surface features under directional lighting. However, the crucial dynamic element — the tail swaying with controlled, hypnotic movements — is not realized; the tail remains largely motionless throughout. This yields a moderate misalignment between the prompt and the video, corresponding to a Text-to-Video Alignment score of 3.\n\nPhysical/Common-sense Consistency Assessment:\nThe depiction maintains plausible anatomy, lighting, and environmental context, with no obvious physical inconsistencies. The lack of motion does not introduce any physical implausibilities; it simply reflects a mismatch with the described dynamic behavior. Overall, Physical/Common-sense Consistency is acceptable, corresponding to a score of 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.84375,
+                    "TA": 2.65625,
+                    "MQ": 4.0625,
+                    "Overall": 10.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up, still shot of a black spiny-tailed iguana at eye level, with the body pressed low against a warm, sun-scorched granite rock. It calls for harsh direct sunlight glinting off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form. The camera should be fixed on the powerful, ringed tail, which begins to sway with slow, deliberate, hypnotic sweeps from a thick, muscular base along its length in controlled waves, revealing intricate leathery skin between scales and conveying ancient reptilian alertness and absolute dominance over its sun-baked territory.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid overall. The subject remains clearly visible with good detail in the scales and texture, and lighting is generally consistent. The background separation and depth cues are present, and there are no obvious distortions or artifacts. However, the sequence appears largely static across frames, with minimal motion between frames, which reduces the sense of dynamic realism. Overall, Visual Quality is strong but not perfect, aligning with a score of 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements described in the prompt — close-up framing, still shot, clear subject visibility, and detailed surface features under directional lighting. However, the crucial dynamic element — the tail swaying with controlled, hypnotic movements — is not realized; the tail remains largely motionless throughout. This yields a moderate misalignment between the prompt and the video, corresponding to a Text-to-Video Alignment score of 3.\n\nPhysical/Common-sense Consistency Assessment:\nThe depiction maintains plausible anatomy, lighting, and environmental context, with no obvious physical inconsistencies. The lack of motion does not introduce any physical implausibilities; it simply reflects a mismatch with the described dynamic behavior. Overall, Physical/Common-sense Consistency is acceptable, corresponding to a score of 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "This extreme close-up, still shot, rendered in surreal detail, captures a black spiny-tailed iguana at eye level, its body pressed low against a rough, sun-scorched granite rock of warm ochre. Harsh direct sunlight glints off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera's sharp focus is fixed on its powerful, ringed tail, which begins to sway not with a flick, but with slow, deliberate, and hypnotic sweeps. This movement, originating from a thick, muscular base, undulates along its length in controlled waves, causing the awe-inspiring rings of keratinous spines to articulate with sinister grace. This subtle yet powerful movement, contrasting with the absolute stillness of the rest of its body, showcases the intricate leathery skin between its scales and conveys a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.",
+        "seed": 28698,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_6/index_9801_seed_28698_dp_13_rank_26_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.984375,
+        "video_score2_ta": 2.5625,
+        "video_score2_mq": 4.03125,
+        "video_score2_overall": 10.625,
+        "avg": 10.578125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This extreme close-up, still shot, rendered in surreal detail, captures a black spiny-tailed iguana at eye level, its body pressed low against a rough, sun-scorched granite rock of warm ochre. Harsh direct sunlight glints off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera's sharp focus is fixed on its powerful, ringed tail, which begins to sway not with a flick, but with slow, deliberate, and hypnotic sweeps. This movement, originating from a thick, muscular base, undulates along its length in controlled waves, causing the awe-inspiring rings of keratinous spines to articulate with sinister grace. This subtle yet powerful movement, contrasting with the absolute stillness of the rest of its body, showcases the intricate leathery skin between its scales and conveys a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.",
+                "token_credit_reward": 10.625,
+                "selected_reward": 10.625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up, still shot of a black spiny-tailed iguana at eye level, with the body pressed low against a warm, sun-scorched granite rock. It calls for harsh direct sunlight glinting off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form. The camera should be fixed on the powerful, ringed tail, which begins to sway with slow, deliberate, hypnotic sweeps from a thick, muscular base, undulating along its length in controlled waves. The movement should contrast with the absolute stillness of the rest of the body, showcasing intricate leathery skin between scales and conveying a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid overall. The subject remains clearly visible with good detail in the scales and texture, and lighting is generally consistent. The background blur helps isolate the subject, and there are no obvious distortions or artifacts. However, the sequence appears largely static across frames, with minimal motion between frames, which reduces the sense of dynamic realism. Overall, Visual Quality is strong but not perfect, aligning with a score of 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements described in the prompt (extreme close-up, still shot, clear subject details, eye-level perspective, dark subject against warm rock). However, crucial aspects of the prompt are not realized: there is little to no tail movement, and the dramatic lighting and high-contrast shadows are not evident. The result is a moderate alignment overall, corresponding to a score of 3.\n\nPhysical/Common-sense Consistency Assessment:\nThe depiction maintains plausible anatomy and environmental context; the creature’s posture and scale patterns appear believable, and the setting feels coherent. The lack of expected dynamic behavior (tail swaying) and the absence of strong lighting cues reduce the perceived realism slightly, but there are no glaring inconsistencies. Overall, Physical/Common-sense Consistency is acceptable, matching a score of 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.984375,
+                    "TA": 2.5625,
+                    "MQ": 4.03125,
+                    "Overall": 10.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up, still shot of a black spiny-tailed iguana at eye level, with the body pressed low against a warm, sun-scorched granite rock. It calls for harsh direct sunlight glinting off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form. The camera should be fixed on the powerful, ringed tail, which begins to sway with slow, deliberate, hypnotic sweeps from a thick, muscular base, undulating along its length in controlled waves. The movement should contrast with the absolute stillness of the rest of the body, showcasing intricate leathery skin between scales and conveying a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid overall. The subject remains clearly visible with good detail in the scales and texture, and lighting is generally consistent. The background blur helps isolate the subject, and there are no obvious distortions or artifacts. However, the sequence appears largely static across frames, with minimal motion between frames, which reduces the sense of dynamic realism. Overall, Visual Quality is strong but not perfect, aligning with a score of 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements described in the prompt (extreme close-up, still shot, clear subject details, eye-level perspective, dark subject against warm rock). However, crucial aspects of the prompt are not realized: there is little to no tail movement, and the dramatic lighting and high-contrast shadows are not evident. The result is a moderate alignment overall, corresponding to a score of 3.\n\nPhysical/Common-sense Consistency Assessment:\nThe depiction maintains plausible anatomy and environmental context; the creature’s posture and scale patterns appear believable, and the setting feels coherent. The lack of expected dynamic behavior (tail swaying) and the absence of strong lighting cues reduce the perceived realism slightly, but there are no glaring inconsistencies. Overall, Physical/Common-sense Consistency is acceptable, matching a score of 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "This extreme close-up, still shot, rendered in surreal detail, captures a black spiny-tailed iguana at eye level, its body pressed low against a rough, sun-scorched granite rock of warm ochre. Harsh direct sunlight glints off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera's sharp focus is fixed on its powerful, ringed tail, which begins to sway not with a flick, but with slow, deliberate, and hypnotic sweeps. This movement, originating from a thick, muscular base, undulates along its length in controlled waves, causing the awe-inspiring rings of keratinous spines to articulate with sinister grace. This subtle yet powerful movement, contrasting with the absolute stillness of the rest of its body, showcases the intricate leathery skin between its scales and conveys a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.",
+        "seed": 28699,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_6/index_9801_seed_28699_dp_13_rank_26_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.203125,
+        "video_score2_ta": 2.78125,
+        "video_score2_mq": 3.953125,
+        "video_score2_overall": 9.9375,
+        "avg": 9.9375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This extreme close-up, still shot, rendered in surreal detail, captures a black spiny-tailed iguana at eye level, its body pressed low against a rough, sun-scorched granite rock of warm ochre. Harsh direct sunlight glints off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera's sharp focus is fixed on its powerful, ringed tail, which begins to sway not with a flick, but with slow, deliberate, and hypnotic sweeps. This movement, originating from a thick, muscular base, undulates along its length in controlled waves, causing the awe-inspiring rings of keratinous spines to articulate with sinister grace. This subtle yet powerful movement, contrasting with the absolute stillness of the rest of its body, showcases the intricate leathery skin between its scales and conveys a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.",
+                "token_credit_reward": 9.9375,
+                "selected_reward": 9.9375,
+                "frame_importance": [
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+                "credit_map_shape": [
+                    3,
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+                "top_frames": [
+                    1,
+                    0,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up, still shot of a black spiny-tailed iguana at eye level, with the body pressed low against a warm, sun-scorched granite rock. It calls for harsh direct sunlight glinting off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera should be fixed on the powerful, ringed tail, which begins to sway with slow, deliberate, and hypnotic sweeps, originating from a thick, muscular base and undulating along its length in controlled waves. The movement should contrast with the absolute stillness of the rest of the body, showcasing the intricate leathery skin between scales and conveying a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.\n\nVisual Quality Assessment:\nAcross the frames, the subject remains clearly identifiable as a black spiny-tailed iguana. The resolution is solid, with good detail visible in the scales and texture. Lighting is generally consistent, producing convincing highlights and shadows that separate the scales and give depth. The background blur helps isolate the subject, and the overall color grading yields a warm, sunlit look. There are no obvious distortions or artifacts, and transitions between frames are smooth. While the visuals are strong, they do not reach the highest possible realism; there are minor inconsistencies in lighting and texture that prevent a perfect score. Overall, Visual Quality aligns with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThe video largely satisfies the prompt’s core elements: extreme close-up, still framing, and a detailed depiction of the subject. The eye-level perspective and the low body pose against a textured rock surface are well represented, and the lighting emphasizes the scales’ texture. However, the dynamic aspects described in the prompt—specifically the tail swaying with slow, deliberate, hypnotic movements and the associated motion dynamics—are not realized in the footage. The tail remains largely static across frames, and the kinetic energy described is not conveyed. This results in a moderate misalignment: the static presentation captures some prompt elements but misses the essential motion, yielding a Text-to-Video Alignment score of 3/5.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy, lighting, and environmental context. The subject’s posture, scale patterns, and interaction with the rock surface are coherent, and there are no obvious physical contradictions. The lack of motion does not introduce any common-sense inconsistencies; it simply reduces the perceived dynamism. Overall, Physical/Common-sense Consistency is strong, rated at 4/5.\n\nGround-truth scores (for reference): Visual Quality 4, Text-to-Video Alignment 3, Physical/Common-sense Consistency 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.203125,
+                    "TA": 2.78125,
+                    "MQ": 3.953125,
+                    "Overall": 9.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up, still shot of a black spiny-tailed iguana at eye level, with the body pressed low against a warm, sun-scorched granite rock. It calls for harsh direct sunlight glinting off the inky, beaded texture of each scale, creating sharp highlights and deep shadows that emphasize the prehistoric form of its armor. The camera should be fixed on the powerful, ringed tail, which begins to sway with slow, deliberate, and hypnotic sweeps, originating from a thick, muscular base and undulating along its length in controlled waves. The movement should contrast with the absolute stillness of the rest of the body, showcasing the intricate leathery skin between scales and conveying a palpable aura of ancient reptilian alertness and absolute dominance over its sun-baked territory.\n\nVisual Quality Assessment:\nAcross the frames, the subject remains clearly identifiable as a black spiny-tailed iguana. The resolution is solid, with good detail visible in the scales and texture. Lighting is generally consistent, producing convincing highlights and shadows that separate the scales and give depth. The background blur helps isolate the subject, and the overall color grading yields a warm, sunlit look. There are no obvious distortions or artifacts, and transitions between frames are smooth. While the visuals are strong, they do not reach the highest possible realism; there are minor inconsistencies in lighting and texture that prevent a perfect score. Overall, Visual Quality aligns with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThe video largely satisfies the prompt’s core elements: extreme close-up, still framing, and a detailed depiction of the subject. The eye-level perspective and the low body pose against a textured rock surface are well represented, and the lighting emphasizes the scales’ texture. However, the dynamic aspects described in the prompt—specifically the tail swaying with slow, deliberate, hypnotic movements and the associated motion dynamics—are not realized in the footage. The tail remains largely static across frames, and the kinetic energy described is not conveyed. This results in a moderate misalignment: the static presentation captures some prompt elements but misses the essential motion, yielding a Text-to-Video Alignment score of 3/5.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy, lighting, and environmental context. The subject’s posture, scale patterns, and interaction with the rock surface are coherent, and there are no obvious physical contradictions. The lack of motion does not introduce any common-sense inconsistencies; it simply reduces the perceived dynamism. Overall, Physical/Common-sense Consistency is strong, rated at 4/5.\n\nGround-truth scores (for reference): Visual Quality 4, Text-to-Video Alignment 3, Physical/Common-sense Consistency 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_7/index_tensor([8964, 8964])_group_7_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_7/index_tensor([8964, 8964])_group_7_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3535092a71ffb9c300aaba9a38728fa9cdaca3e
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_7/index_tensor([8964, 8964])_group_7_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
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+        "seed": 27099,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_7/index_8964_seed_27099_dp_14_rank_28_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.96875,
+        "video_score2_ta": 2.046875,
+        "video_score2_mq": 2.9375,
+        "video_score2_overall": 7.9375,
+        "avg": 7.953125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In the distinctive style of Studio Ghibli animation, full-body shots capture scenes of pure, heartwarming whimsy, with the camera panning slightly to the right to follow the action. Across a lush, sunny meadow, Po, an adorable giant panda, playfully battles Kirara, a much smaller and more agile two-tailed cat demon. The environment is rendered with soft, hand-painted textures, from the incredibly vibrant wildflowers in shades of scarlet and weeping willow to the individual blades of verdant grass. Po, with his large, rounded body and classic black and white markings, has large, friendly, and expressive eyes, and his movements are deliberately gentle as he tumbles with his tiny companion. Kirara, a fraction of his size, with cream-colored fur and two bushy tails, brims with joyful energy, leaping and pouncing with agility and grace. They roll together in a chaotic, laughing heap, Po's soft paws playfully slapping, while Kirara returns the favor with equal glee. As the camera pans, soft lens flares capture the golden sunlight filtering through the invisible canopy, momentarily bathing the image in a warm glow and highlighting the characters’ expressive, joyful animations, perfectly capturing a fleeting moment of innocent friendship.",
+                "token_credit_reward": 7.9375,
+                "selected_reward": 7.9375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a Studio Ghibli–style scene featuring a full-body panda named Po and a small two-tailed cat demon named Kirara in a lush, sunlit meadow, with a rightward pan, vibrant flora, and a playful, gentle interaction culminating in a warm, golden-lit moment of innocent friendship. The actual video, however, centers on a single panda in a similar setting; there is no visible second character or explicit action sequence. While some stylistic cues (hand-painted textures, warm lighting) are present, the core narrative elements described in the prompt are not realized.\n\nVisual Quality Analysis:\nThe visuals show a coherent Studio Ghibli-inspired aesthetic with decent clarity and consistent lighting. The panda is well-rendered with clear black-and-white markings, and the meadow background reads as lush with soft focus. There are no obvious distortions or artifacts, and color grading remains warm and cohesive. Overall, Visual Quality is solid but not exceptional, aligning with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and the produced video. The essential components—two characters (Po and Kirara), their interaction, and the specific dynamic—are missing. The result captures only a partial, static representation of the intended scene, yielding a low alignment score.\n\nPhysical/Common-sense Consistency:\nThe panda’s anatomy and the environmental rendering appear plausible and coherent, with natural proportions and believable lighting. However, because the narrative elements are absent, the overall coherence with the described scenario is limited, resulting in a moderate level of common-sense consistency.\n\nGround-truth scores:\nDim-1 Visual Quality: 3\nDim-2 Text-to-Video Alignment: 2\nDim-3 Physical Consistency: 3\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.96875,
+                    "TA": 2.046875,
+                    "MQ": 2.9375,
+                    "Overall": 7.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a Studio Ghibli–style scene featuring a full-body panda named Po and a small two-tailed cat demon named Kirara in a lush, sunlit meadow, with a rightward pan, vibrant flora, and a playful, gentle interaction culminating in a warm, golden-lit moment of innocent friendship. The actual video, however, centers on a single panda in a similar setting; there is no visible second character or explicit action sequence. While some stylistic cues (hand-painted textures, warm lighting) are present, the core narrative elements described in the prompt are not realized.\n\nVisual Quality Analysis:\nThe visuals show a coherent Studio Ghibli-inspired aesthetic with decent clarity and consistent lighting. The panda is well-rendered with clear black-and-white markings, and the meadow background reads as lush with soft focus. There are no obvious distortions or artifacts, and color grading remains warm and cohesive. Overall, Visual Quality is solid but not exceptional, aligning with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and the produced video. The essential components—two characters (Po and Kirara), their interaction, and the specific dynamic—are missing. The result captures only a partial, static representation of the intended scene, yielding a low alignment score.\n\nPhysical/Common-sense Consistency:\nThe panda’s anatomy and the environmental rendering appear plausible and coherent, with natural proportions and believable lighting. However, because the narrative elements are absent, the overall coherence with the described scenario is limited, resulting in a moderate level of common-sense consistency.\n\nGround-truth scores:\nDim-1 Visual Quality: 3\nDim-2 Text-to-Video Alignment: 2\nDim-3 Physical Consistency: 3\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In the distinctive style of Studio Ghibli animation, full-body shots capture scenes of pure, heartwarming whimsy, with the camera panning slightly to the right to follow the action. Across a lush, sunny meadow, Po, an adorable giant panda, playfully battles Kirara, a much smaller and more agile two-tailed cat demon. The environment is rendered with soft, hand-painted textures, from the incredibly vibrant wildflowers in shades of scarlet and weeping willow to the individual blades of verdant grass. Po, with his large, rounded body and classic black and white markings, has large, friendly, and expressive eyes, and his movements are deliberately gentle as he tumbles with his tiny companion. Kirara, a fraction of his size, with cream-colored fur and two bushy tails, brims with joyful energy, leaping and pouncing with agility and grace. They roll together in a chaotic, laughing heap, Po's soft paws playfully slapping, while Kirara returns the favor with equal glee. As the camera pans, soft lens flares capture the golden sunlight filtering through the invisible canopy, momentarily bathing the image in a warm glow and highlighting the characters’ expressive, joyful animations, perfectly capturing a fleeting moment of innocent friendship.",
+        "seed": 27100,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_7/index_8964_seed_27100_dp_14_rank_28_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.0625,
+        "video_score2_ta": 2.828125,
+        "video_score2_mq": 2.953125,
+        "video_score2_overall": 8.8125,
+        "avg": 8.84375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In the distinctive style of Studio Ghibli animation, full-body shots capture scenes of pure, heartwarming whimsy, with the camera panning slightly to the right to follow the action. Across a lush, sunny meadow, Po, an adorable giant panda, playfully battles Kirara, a much smaller and more agile two-tailed cat demon. The environment is rendered with soft, hand-painted textures, from the incredibly vibrant wildflowers in shades of scarlet and weeping willow to the individual blades of verdant grass. Po, with his large, rounded body and classic black and white markings, has large, friendly, and expressive eyes, and his movements are deliberately gentle as he tumbles with his tiny companion. Kirara, a fraction of his size, with cream-colored fur and two bushy tails, brims with joyful energy, leaping and pouncing with agility and grace. They roll together in a chaotic, laughing heap, Po's soft paws playfully slapping, while Kirara returns the favor with equal glee. As the camera pans, soft lens flares capture the golden sunlight filtering through the invisible canopy, momentarily bathing the image in a warm glow and highlighting the characters’ expressive, joyful animations, perfectly capturing a fleeting moment of innocent friendship.",
+                "token_credit_reward": 8.8125,
+                "selected_reward": 8.8125,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a Studio Ghibli-inspired scene featuring a full-body panda named Po and a small two-tailed creature named Kirara in a lush meadow, with a rightward camera pan, vibrant flora, and a warm, sunlit mood. The video largely follows these elements, but the execution does not fully realize the imaginative dynamics between the characters.\n\nVisual Quality Analysis:\nThe visuals are acceptable but not outstanding. The animation style evokes a Studio Ghibli-like aesthetic with soft lighting and a warm palette, and the meadow setting reads clearly. However, there are occasional minor inconsistencies in character proportions and motion, and some frames show slight rendering artifacts or edge softness. Overall, the quality is moderate rather than high-end.\n\nText-to-Video Alignment Analysis:\nThe video captures several prompt components (Studio Ghibli vibe, full-body panda, presence of a small two-tailed creature, lush meadow, warm lighting). Yet key aspects of the prompt—specifically the dynamic interaction and playful chaos between Po and Kirara—are underdeveloped. The creatures appear relatively static, with limited interaction and movement, resulting in only partial alignment with the intended whimsical action.\n\nPhysical/Common-sense Consistency:\nThere are mild inconsistencies in anatomy and motion, such as occasional awkward poses or timing quirks during transitions. These issues are noticeable but do not completely break believability; they reflect moderate challenges in maintaining perfect physical realism throughout the sequence.\n\nOverall assessment:\nThe video demonstrates competent technical execution with a recognizable Studio Ghibli-inspired look, but it falls short of fully realizing the imaginative, kinetic interaction described in the prompt. The three dimensions align with a mid-level evaluation overall.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0625,
+                    "TA": 2.828125,
+                    "MQ": 2.953125,
+                    "Overall": 8.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a Studio Ghibli-inspired scene featuring a full-body panda named Po and a small two-tailed creature named Kirara in a lush meadow, with a rightward camera pan, vibrant flora, and a warm, sunlit mood. The video largely follows these elements, but the execution does not fully realize the imaginative dynamics between the characters.\n\nVisual Quality Analysis:\nThe visuals are acceptable but not outstanding. The animation style evokes a Studio Ghibli-like aesthetic with soft lighting and a warm palette, and the meadow setting reads clearly. However, there are occasional minor inconsistencies in character proportions and motion, and some frames show slight rendering artifacts or edge softness. Overall, the quality is moderate rather than high-end.\n\nText-to-Video Alignment Analysis:\nThe video captures several prompt components (Studio Ghibli vibe, full-body panda, presence of a small two-tailed creature, lush meadow, warm lighting). Yet key aspects of the prompt—specifically the dynamic interaction and playful chaos between Po and Kirara—are underdeveloped. The creatures appear relatively static, with limited interaction and movement, resulting in only partial alignment with the intended whimsical action.\n\nPhysical/Common-sense Consistency:\nThere are mild inconsistencies in anatomy and motion, such as occasional awkward poses or timing quirks during transitions. These issues are noticeable but do not completely break believability; they reflect moderate challenges in maintaining perfect physical realism throughout the sequence.\n\nOverall assessment:\nThe video demonstrates competent technical execution with a recognizable Studio Ghibli-inspired look, but it falls short of fully realizing the imaginative, kinetic interaction described in the prompt. The three dimensions align with a mid-level evaluation overall.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In the distinctive style of Studio Ghibli animation, full-body shots capture scenes of pure, heartwarming whimsy, with the camera panning slightly to the right to follow the action. Across a lush, sunny meadow, Po, an adorable giant panda, playfully battles Kirara, a much smaller and more agile two-tailed cat demon. The environment is rendered with soft, hand-painted textures, from the incredibly vibrant wildflowers in shades of scarlet and weeping willow to the individual blades of verdant grass. Po, with his large, rounded body and classic black and white markings, has large, friendly, and expressive eyes, and his movements are deliberately gentle as he tumbles with his tiny companion. Kirara, a fraction of his size, with cream-colored fur and two bushy tails, brims with joyful energy, leaping and pouncing with agility and grace. They roll together in a chaotic, laughing heap, Po's soft paws playfully slapping, while Kirara returns the favor with equal glee. As the camera pans, soft lens flares capture the golden sunlight filtering through the invisible canopy, momentarily bathing the image in a warm glow and highlighting the characters’ expressive, joyful animations, perfectly capturing a fleeting moment of innocent friendship.",
+        "seed": 27101,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_7/index_8964_seed_27101_dp_15_rank_30_sample_2_slot_0.mp4",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a Studio Ghibli–style scene featuring a full-body, heartwarming interaction between Po (a giant panda) and Kirara (a small, two-tailed cat demon) in a lush, sunlit meadow, with a rightward camera pan and a warm, golden-lit mood. In practice, the video centers on a single panda in a sunlit meadow; there is no visible second character or explicit action sequence. The overall aesthetic hints at a painted/animated look, but the execution does not fully realize the described whimsical, chaotic interaction.\n\nVisual Quality Analysis:\nThe visuals are acceptable with decent clarity and consistent lighting, and the panda’s fur texture reads reasonably well. However, the motion across frames is limited, giving a somewhat static feel rather than fluid animation. There are no obvious distortions or artifacts, but the overall polish is moderate rather than high-end. Overall Visual Quality aligns with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch with the prompt: the key element—two characters interacting playfully—is missing, and the scene features only a single panda. While the setting and lighting echo parts of the description, the core narrative and stylistic intent are not realized. The result reflects a low-to-moderate alignment with the requested scenario.\n\nPhysical/Common-sense Consistency:\nThe panda’s anatomy and the meadow environment appear plausible, with coherent lighting and shadows. Yet the absence of the second character and the lack of dynamic interaction reduce the perceived realism and coherence of the intended scene. Overall, physical consistency remains acceptable but not strongly convincing given the missing narrative elements.\n\nGround-truth scores:\nDim-1 Visual Quality: 3\nDim-2 Text-to-Video Alignment: 2\nDim-3 Physical Consistency: 3\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.171875,
+                    "TA": 2.0625,
+                    "MQ": 2.765625,
+                    "Overall": 8.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a Studio Ghibli–style scene featuring a full-body, heartwarming interaction between Po (a giant panda) and Kirara (a small, two-tailed cat demon) in a lush, sunlit meadow, with a rightward camera pan and a warm, golden-lit mood. In practice, the video centers on a single panda in a sunlit meadow; there is no visible second character or explicit action sequence. The overall aesthetic hints at a painted/animated look, but the execution does not fully realize the described whimsical, chaotic interaction.\n\nVisual Quality Analysis:\nThe visuals are acceptable with decent clarity and consistent lighting, and the panda’s fur texture reads reasonably well. However, the motion across frames is limited, giving a somewhat static feel rather than fluid animation. There are no obvious distortions or artifacts, but the overall polish is moderate rather than high-end. Overall Visual Quality aligns with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch with the prompt: the key element—two characters interacting playfully—is missing, and the scene features only a single panda. While the setting and lighting echo parts of the description, the core narrative and stylistic intent are not realized. The result reflects a low-to-moderate alignment with the requested scenario.\n\nPhysical/Common-sense Consistency:\nThe panda’s anatomy and the meadow environment appear plausible, with coherent lighting and shadows. Yet the absence of the second character and the lack of dynamic interaction reduce the perceived realism and coherence of the intended scene. Overall, physical consistency remains acceptable but not strongly convincing given the missing narrative elements.\n\nGround-truth scores:\nDim-1 Visual Quality: 3\nDim-2 Text-to-Video Alignment: 2\nDim-3 Physical Consistency: 3\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In the distinctive style of Studio Ghibli animation, full-body shots capture scenes of pure, heartwarming whimsy, with the camera panning slightly to the right to follow the action. Across a lush, sunny meadow, Po, an adorable giant panda, playfully battles Kirara, a much smaller and more agile two-tailed cat demon. The environment is rendered with soft, hand-painted textures, from the incredibly vibrant wildflowers in shades of scarlet and weeping willow to the individual blades of verdant grass. Po, with his large, rounded body and classic black and white markings, has large, friendly, and expressive eyes, and his movements are deliberately gentle as he tumbles with his tiny companion. Kirara, a fraction of his size, with cream-colored fur and two bushy tails, brims with joyful energy, leaping and pouncing with agility and grace. They roll together in a chaotic, laughing heap, Po's soft paws playfully slapping, while Kirara returns the favor with equal glee. As the camera pans, soft lens flares capture the golden sunlight filtering through the invisible canopy, momentarily bathing the image in a warm glow and highlighting the characters’ expressive, joyful animations, perfectly capturing a fleeting moment of innocent friendship.",
+        "seed": 27102,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_7/index_8964_seed_27102_dp_15_rank_30_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.875,
+        "video_score2_ta": 2.984375,
+        "video_score2_mq": 2.875,
+        "video_score2_overall": 8.75,
+        "avg": 8.734375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In the distinctive style of Studio Ghibli animation, full-body shots capture scenes of pure, heartwarming whimsy, with the camera panning slightly to the right to follow the action. Across a lush, sunny meadow, Po, an adorable giant panda, playfully battles Kirara, a much smaller and more agile two-tailed cat demon. The environment is rendered with soft, hand-painted textures, from the incredibly vibrant wildflowers in shades of scarlet and weeping willow to the individual blades of verdant grass. Po, with his large, rounded body and classic black and white markings, has large, friendly, and expressive eyes, and his movements are deliberately gentle as he tumbles with his tiny companion. Kirara, a fraction of his size, with cream-colored fur and two bushy tails, brims with joyful energy, leaping and pouncing with agility and grace. They roll together in a chaotic, laughing heap, Po's soft paws playfully slapping, while Kirara returns the favor with equal glee. As the camera pans, soft lens flares capture the golden sunlight filtering through the invisible canopy, momentarily bathing the image in a warm glow and highlighting the characters’ expressive, joyful animations, perfectly capturing a fleeting moment of innocent friendship.",
+                "token_credit_reward": 8.75,
+                "selected_reward": 8.75,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a Studio Ghibli–style scene featuring a full-body giant panda (Po) and a small two-tailed cat demon (Kirara) in a lush, sunny meadow, with a rightward pan, vibrant flora, and a warm, golden-lit moment of playful friendship. The video captures several elements of the setting and characters, but the core action described—playful combat between Po and Kirara—is not realized; instead, the sequence reads as a calm, gentle interaction without dynamic combat.\n\nVisual Quality Analysis:\nThe visuals are acceptable but not outstanding. The resolution is adequate and the lighting remains warm, yet there are occasional minor artifacts and slight inconsistencies in texture detail that prevent a higher-quality impression. The animation style leans toward a polished 3D look rather than a distinctly hand-drawn, Studio Ghibli aesthetic, which reduces fidelity to the requested artistic direction. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is mixed. The video includes many environmental cues (lush meadow, wildflowers, soft lighting) and features both characters, but the central action of “pure, heartwarming whimsy” and the intended playful combat are not convincingly depicted. The camera motion is not clearly a rightward pan, and the interaction tends toward gentle play rather than energetic combat. Overall, Text-to-Video Alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and coherent spatial relationships, with no obvious physics violations. However, the lack of kinetic energy and the mismatch between the described dynamic interaction and what is shown introduce mild common-sense inconsistencies when comparing the video to the prompt. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.875,
+                    "TA": 2.984375,
+                    "MQ": 2.875,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a Studio Ghibli–style scene featuring a full-body giant panda (Po) and a small two-tailed cat demon (Kirara) in a lush, sunny meadow, with a rightward pan, vibrant flora, and a warm, golden-lit moment of playful friendship. The video captures several elements of the setting and characters, but the core action described—playful combat between Po and Kirara—is not realized; instead, the sequence reads as a calm, gentle interaction without dynamic combat.\n\nVisual Quality Analysis:\nThe visuals are acceptable but not outstanding. The resolution is adequate and the lighting remains warm, yet there are occasional minor artifacts and slight inconsistencies in texture detail that prevent a higher-quality impression. The animation style leans toward a polished 3D look rather than a distinctly hand-drawn, Studio Ghibli aesthetic, which reduces fidelity to the requested artistic direction. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is mixed. The video includes many environmental cues (lush meadow, wildflowers, soft lighting) and features both characters, but the central action of “pure, heartwarming whimsy” and the intended playful combat are not convincingly depicted. The camera motion is not clearly a rightward pan, and the interaction tends toward gentle play rather than energetic combat. Overall, Text-to-Video Alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and coherent spatial relationships, with no obvious physics violations. However, the lack of kinetic energy and the mismatch between the described dynamic interaction and what is shown introduce mild common-sense inconsistencies when comparing the video to the prompt. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_8/index_tensor([1594, 1594])_group_8_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_8/index_tensor([1594, 1594])_group_8_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..08361c2408341a9b0dc1ec4f0ad118482c7b9e5e
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_8/index_tensor([1594, 1594])_group_8_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "An ultra-wide-angle static shot, shot upward from an extremely low angle, captures a vast and profound digital space. Against a bottomless black backdrop, countless luminescent, phosphorescent green binary codes composed of zeros and ones, interspersed with occasional flashes of katakana and reversed characters, cascade endlessly from the top of the frame like a dense digital waterfall. These codes cascade downward in countless vertical streams at varying speeds, with the characters brightest at the top of each stream and gradually dimming as they flow downward, creating a sense of fluid depth and continuous motion. The sole source of light for the entire scene is the characters themselves, which emit an eerie yet captivating green glow, imbuing the pitch-black void with a sense of technological sophistication. The ultra-wide-angle lens dramatically enhances the sense of spatial vastness, making the viewer feel engulfed by this boundless, relentless torrent of information, creating an immersive atmosphere that is both majestic and mysteriously oppressive.",
+        "seed": 2157,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_8/index_1594_seed_2157_dp_16_rank_32_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.21875,
+        "video_score2_ta": 2.875,
+        "video_score2_mq": 3.15625,
+        "video_score2_overall": 9.25,
+        "avg": 9.25,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An ultra-wide-angle static shot, shot upward from an extremely low angle, captures a vast and profound digital space. Against a bottomless black backdrop, countless luminescent, phosphorescent green binary codes composed of zeros and ones, interspersed with occasional flashes of katakana and reversed characters, cascade endlessly from the top of the frame like a dense digital waterfall. These codes cascade downward in countless vertical streams at varying speeds, with the characters brightest at the top of each stream and gradually dimming as they flow downward, creating a sense of fluid depth and continuous motion. The sole source of light for the entire scene is the characters themselves, which emit an eerie yet captivating green glow, imbuing the pitch-black void with a sense of technological sophistication. The ultra-wide-angle lens dramatically enhances the sense of spatial vastness, making the viewer feel engulfed by this boundless, relentless torrent of information, creating an immersive atmosphere that is both majestic and mysteriously oppressive.",
+                "token_credit_reward": 9.25,
+                "selected_reward": 9.25,
+                "frame_importance": [
+                    0.43694964051246643,
+                    0.22451063990592957,
+                    0.3385397493839264
+                ],
+                "credit_map": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions an ultra-wide-angle static shot, shot upward from an extremely low angle, capturing a vast and profound digital space against a bottomless black backdrop. It describes countless luminescent, phosphorescent green binary codes (comprised of 0s and 1s) cascading from the top in vertical streams, with characters brightest at the top and dimming as they descend, plus occasional flashes of katakana and reversed characters, all emitted by the characters themselves to illuminate the void, conveying technological sophistication and an immersive, majestic atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are solid but not exceptional. The green glow and the cascading streams are clearly present, and the contrast between the bright characters and the dark background is effective. The motion appears smooth and the overall rendering is coherent, with no obvious artifacts or distortions. However, the scene does not reach the highest level of polish or ultra-wide-angle grandeur described in the prompt; it reads as competent rather than extraordinary. Overall, Visual Quality aligns with a moderate score.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—digital code, green luminescence, cascading streams, and a dark backdrop with a sense of depth. However, certain aspects are underrepresented: the ultra-wide-angle perspective and the dramatic sense of spatial vastness are not strongly conveyed, and the presence of reversed characters and explicit flashes of katakana is limited. The alignment is adequate but not comprehensive, reflecting a mid-range correspondence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe behavior of the code streams follows plausible digital visualization conventions: downward flow, variable density, and a consistent glow from the characters. There are no evident physical contradictions, and the scene maintains internal coherence. While the depiction is stylized rather than a strict documentary render, the dynamics remain believable within the intended digital-art context. Overall, Physical/Common-sense Consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.21875,
+                    "TA": 2.875,
+                    "MQ": 3.15625,
+                    "Overall": 9.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions an ultra-wide-angle static shot, shot upward from an extremely low angle, capturing a vast and profound digital space against a bottomless black backdrop. It describes countless luminescent, phosphorescent green binary codes (comprised of 0s and 1s) cascading from the top in vertical streams, with characters brightest at the top and dimming as they descend, plus occasional flashes of katakana and reversed characters, all emitted by the characters themselves to illuminate the void, conveying technological sophistication and an immersive, majestic atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are solid but not exceptional. The green glow and the cascading streams are clearly present, and the contrast between the bright characters and the dark background is effective. The motion appears smooth and the overall rendering is coherent, with no obvious artifacts or distortions. However, the scene does not reach the highest level of polish or ultra-wide-angle grandeur described in the prompt; it reads as competent rather than extraordinary. Overall, Visual Quality aligns with a moderate score.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—digital code, green luminescence, cascading streams, and a dark backdrop with a sense of depth. However, certain aspects are underrepresented: the ultra-wide-angle perspective and the dramatic sense of spatial vastness are not strongly conveyed, and the presence of reversed characters and explicit flashes of katakana is limited. The alignment is adequate but not comprehensive, reflecting a mid-range correspondence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe behavior of the code streams follows plausible digital visualization conventions: downward flow, variable density, and a consistent glow from the characters. There are no evident physical contradictions, and the scene maintains internal coherence. While the depiction is stylized rather than a strict documentary render, the dynamics remain believable within the intended digital-art context. Overall, Physical/Common-sense Consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An ultra-wide-angle static shot, shot upward from an extremely low angle, captures a vast and profound digital space. Against a bottomless black backdrop, countless luminescent, phosphorescent green binary codes composed of zeros and ones, interspersed with occasional flashes of katakana and reversed characters, cascade endlessly from the top of the frame like a dense digital waterfall. These codes cascade downward in countless vertical streams at varying speeds, with the characters brightest at the top of each stream and gradually dimming as they flow downward, creating a sense of fluid depth and continuous motion. The sole source of light for the entire scene is the characters themselves, which emit an eerie yet captivating green glow, imbuing the pitch-black void with a sense of technological sophistication. The ultra-wide-angle lens dramatically enhances the sense of spatial vastness, making the viewer feel engulfed by this boundless, relentless torrent of information, creating an immersive atmosphere that is both majestic and mysteriously oppressive.",
+        "seed": 2158,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_8/index_1594_seed_2158_dp_16_rank_32_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.546875,
+        "video_score2_ta": 2.703125,
+        "video_score2_mq": 3.078125,
+        "video_score2_overall": 8.3125,
+        "avg": 8.328125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An ultra-wide-angle static shot, shot upward from an extremely low angle, captures a vast and profound digital space. Against a bottomless black backdrop, countless luminescent, phosphorescent green binary codes composed of zeros and ones, interspersed with occasional flashes of katakana and reversed characters, cascade endlessly from the top of the frame like a dense digital waterfall. These codes cascade downward in countless vertical streams at varying speeds, with the characters brightest at the top of each stream and gradually dimming as they flow downward, creating a sense of fluid depth and continuous motion. The sole source of light for the entire scene is the characters themselves, which emit an eerie yet captivating green glow, imbuing the pitch-black void with a sense of technological sophistication. The ultra-wide-angle lens dramatically enhances the sense of spatial vastness, making the viewer feel engulfed by this boundless, relentless torrent of information, creating an immersive atmosphere that is both majestic and mysteriously oppressive.",
+                "token_credit_reward": 8.3125,
+                "selected_reward": 8.3125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions an ultra-wide-angle static shot, shot upward from an extremely low angle, capturing a vast and profound digital space against a bottomless black backdrop. It describes luminescent, phosphorescent green binary codes (comprised of 0s and 1s) cascading from the top in vertical streams, with characters brightest at the top and dimming as they descend, plus occasional flashes of katakana and reversed characters, all emitted by the characters themselves to illuminate the void, yielding a sense of technological sophistication and spatial vastness.\n\nVisual Quality Analysis:\nAcross the frames, the visuals present a green-dominant palette with vertical streams of characters. The overall image quality is moderate: there is some blur and softness, but the content remains legible and the composition is coherent. The resolution is adequate, though not razor-sharp, and the color cast is consistent with a green glow. There are no major distortions or abrupt frame-to-frame changes, and the motion appears steady. Overall, the visual quality is acceptable and aligns with a mid-range assessment rather than high fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—digital streams, a green glow, and a bottomless backdrop with a sense of depth. However, certain aspects are only partially realized: the ultra-wide-angle perspective and the extreme low-angle shot are not strongly conveyed, and the presence of non-binary symbols (katakana, reversed characters) is not clearly evident. The alignment is moderate: the essential concept is present, but several specifics are underrepresented or ambiguous.\n\nPhysical/Common-sense Consistency:\nThe behavior of the digital streams follows plausible, self-consistent logic: characters cascade downward with a top-to-bottom progression, brightness varies with position, and the glow remains coherent throughout. There are no obvious physical contradictions, and the scene maintains internal coherence. Some minor deviations from the exact prompt details exist, but they do not undermine overall plausibility.\n\nOverall assessment:\nThe video demonstrates moderate performance across all three dimensions, with Visual Quality, Text-to-Video Alignment, and Physical/Common-sense Consistency each landing around a middle score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.546875,
+                    "TA": 2.703125,
+                    "MQ": 3.078125,
+                    "Overall": 8.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions an ultra-wide-angle static shot, shot upward from an extremely low angle, capturing a vast and profound digital space against a bottomless black backdrop. It describes luminescent, phosphorescent green binary codes (comprised of 0s and 1s) cascading from the top in vertical streams, with characters brightest at the top and dimming as they descend, plus occasional flashes of katakana and reversed characters, all emitted by the characters themselves to illuminate the void, yielding a sense of technological sophistication and spatial vastness.\n\nVisual Quality Analysis:\nAcross the frames, the visuals present a green-dominant palette with vertical streams of characters. The overall image quality is moderate: there is some blur and softness, but the content remains legible and the composition is coherent. The resolution is adequate, though not razor-sharp, and the color cast is consistent with a green glow. There are no major distortions or abrupt frame-to-frame changes, and the motion appears steady. Overall, the visual quality is acceptable and aligns with a mid-range assessment rather than high fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—digital streams, a green glow, and a bottomless backdrop with a sense of depth. However, certain aspects are only partially realized: the ultra-wide-angle perspective and the extreme low-angle shot are not strongly conveyed, and the presence of non-binary symbols (katakana, reversed characters) is not clearly evident. The alignment is moderate: the essential concept is present, but several specifics are underrepresented or ambiguous.\n\nPhysical/Common-sense Consistency:\nThe behavior of the digital streams follows plausible, self-consistent logic: characters cascade downward with a top-to-bottom progression, brightness varies with position, and the glow remains coherent throughout. There are no obvious physical contradictions, and the scene maintains internal coherence. Some minor deviations from the exact prompt details exist, but they do not undermine overall plausibility.\n\nOverall assessment:\nThe video demonstrates moderate performance across all three dimensions, with Visual Quality, Text-to-Video Alignment, and Physical/Common-sense Consistency each landing around a middle score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An ultra-wide-angle static shot, shot upward from an extremely low angle, captures a vast and profound digital space. Against a bottomless black backdrop, countless luminescent, phosphorescent green binary codes composed of zeros and ones, interspersed with occasional flashes of katakana and reversed characters, cascade endlessly from the top of the frame like a dense digital waterfall. These codes cascade downward in countless vertical streams at varying speeds, with the characters brightest at the top of each stream and gradually dimming as they flow downward, creating a sense of fluid depth and continuous motion. The sole source of light for the entire scene is the characters themselves, which emit an eerie yet captivating green glow, imbuing the pitch-black void with a sense of technological sophistication. The ultra-wide-angle lens dramatically enhances the sense of spatial vastness, making the viewer feel engulfed by this boundless, relentless torrent of information, creating an immersive atmosphere that is both majestic and mysteriously oppressive.",
+        "seed": 2159,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_8/index_1594_seed_2159_dp_17_rank_34_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.109375,
+        "video_score2_ta": 2.484375,
+        "video_score2_mq": 3.171875,
+        "video_score2_overall": 8.75,
+        "avg": 8.765625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An ultra-wide-angle static shot, shot upward from an extremely low angle, captures a vast and profound digital space. Against a bottomless black backdrop, countless luminescent, phosphorescent green binary codes composed of zeros and ones, interspersed with occasional flashes of katakana and reversed characters, cascade endlessly from the top of the frame like a dense digital waterfall. These codes cascade downward in countless vertical streams at varying speeds, with the characters brightest at the top of each stream and gradually dimming as they flow downward, creating a sense of fluid depth and continuous motion. The sole source of light for the entire scene is the characters themselves, which emit an eerie yet captivating green glow, imbuing the pitch-black void with a sense of technological sophistication. The ultra-wide-angle lens dramatically enhances the sense of spatial vastness, making the viewer feel engulfed by this boundless, relentless torrent of information, creating an immersive atmosphere that is both majestic and mysteriously oppressive.",
+                "token_credit_reward": 8.75,
+                "selected_reward": 8.75,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions an ultra-wide-angle static shot, shot upward from an extremely low angle, capturing a vast and profound digital space against a bottomless black backdrop. It describes countless luminescent, phosphorescent green binary codes (comprised of 0s and 1s) cascading from the top, with occasional flashes of katakana and reversed characters, forming a dense digital waterfall. The characters should be brightest at the top and progressively dim as they flow downward, conveying fluid depth and continuous motion. The sole light source is the characters themselves, emitting an eerie yet captivating green glow to illuminate the pitch-black void and convey technological sophistication. The ultra-wide-angle lens is expected to enhance spatial vastness, making the viewer feel engulfed by a boundless, relentless information stream.\n\nVisual Quality Analysis:\nAcross the frames, the visuals present a green-dominated digital landscape with vertical streams of characters. The overall resolution is moderate; some character details appear blurred or pixelated, and the contrast between the bright green elements and the darker background is not consistently maintained. The motion is present but not always smooth, and there are occasional artifacts that reduce perceived sharpness. Overall, the visual quality is average rather than high-end, with noticeable limitations in clarity and polish.\n\nText-to-Video Alignment Analysis:\nThe video captures several core aspects of the prompt—digital space, green-lit streams, and a sense of depth through layering. However, key prompt elements are not fully realized: the bottomless black backdrop is not convincingly depicted, and the ultra-wide-angle perspective is not strongly established. The alignment is moderate: essential ideas are conveyed, but important stylistic and compositional details are underdeveloped.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic internal coherence: vertical streams cascade in a plausible manner, and the glow from characters provides illumination consistent with a digital environment. There are no glaring physical contradictions, though minor inconsistencies in lighting and perspective across frames prevent a higher level of realism. Overall, physical consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.109375,
+                    "TA": 2.484375,
+                    "MQ": 3.171875,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions an ultra-wide-angle static shot, shot upward from an extremely low angle, capturing a vast and profound digital space against a bottomless black backdrop. It describes countless luminescent, phosphorescent green binary codes (comprised of 0s and 1s) cascading from the top, with occasional flashes of katakana and reversed characters, forming a dense digital waterfall. The characters should be brightest at the top and progressively dim as they flow downward, conveying fluid depth and continuous motion. The sole light source is the characters themselves, emitting an eerie yet captivating green glow to illuminate the pitch-black void and convey technological sophistication. The ultra-wide-angle lens is expected to enhance spatial vastness, making the viewer feel engulfed by a boundless, relentless information stream.\n\nVisual Quality Analysis:\nAcross the frames, the visuals present a green-dominated digital landscape with vertical streams of characters. The overall resolution is moderate; some character details appear blurred or pixelated, and the contrast between the bright green elements and the darker background is not consistently maintained. The motion is present but not always smooth, and there are occasional artifacts that reduce perceived sharpness. Overall, the visual quality is average rather than high-end, with noticeable limitations in clarity and polish.\n\nText-to-Video Alignment Analysis:\nThe video captures several core aspects of the prompt—digital space, green-lit streams, and a sense of depth through layering. However, key prompt elements are not fully realized: the bottomless black backdrop is not convincingly depicted, and the ultra-wide-angle perspective is not strongly established. The alignment is moderate: essential ideas are conveyed, but important stylistic and compositional details are underdeveloped.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic internal coherence: vertical streams cascade in a plausible manner, and the glow from characters provides illumination consistent with a digital environment. There are no glaring physical contradictions, though minor inconsistencies in lighting and perspective across frames prevent a higher level of realism. Overall, physical consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An ultra-wide-angle static shot, shot upward from an extremely low angle, captures a vast and profound digital space. Against a bottomless black backdrop, countless luminescent, phosphorescent green binary codes composed of zeros and ones, interspersed with occasional flashes of katakana and reversed characters, cascade endlessly from the top of the frame like a dense digital waterfall. These codes cascade downward in countless vertical streams at varying speeds, with the characters brightest at the top of each stream and gradually dimming as they flow downward, creating a sense of fluid depth and continuous motion. The sole source of light for the entire scene is the characters themselves, which emit an eerie yet captivating green glow, imbuing the pitch-black void with a sense of technological sophistication. The ultra-wide-angle lens dramatically enhances the sense of spatial vastness, making the viewer feel engulfed by this boundless, relentless torrent of information, creating an immersive atmosphere that is both majestic and mysteriously oppressive.",
+        "seed": 2160,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_8/index_1594_seed_2160_dp_17_rank_34_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.15625,
+        "video_score2_ta": 2.59375,
+        "video_score2_mq": 3.046875,
+        "video_score2_overall": 7.8125,
+        "avg": 7.796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An ultra-wide-angle static shot, shot upward from an extremely low angle, captures a vast and profound digital space. Against a bottomless black backdrop, countless luminescent, phosphorescent green binary codes composed of zeros and ones, interspersed with occasional flashes of katakana and reversed characters, cascade endlessly from the top of the frame like a dense digital waterfall. These codes cascade downward in countless vertical streams at varying speeds, with the characters brightest at the top of each stream and gradually dimming as they flow downward, creating a sense of fluid depth and continuous motion. The sole source of light for the entire scene is the characters themselves, which emit an eerie yet captivating green glow, imbuing the pitch-black void with a sense of technological sophistication. The ultra-wide-angle lens dramatically enhances the sense of spatial vastness, making the viewer feel engulfed by this boundless, relentless torrent of information, creating an immersive atmosphere that is both majestic and mysteriously oppressive.",
+                "token_credit_reward": 7.8125,
+                "selected_reward": 7.8125,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    0,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions an ultra-wide-angle static shot, shot upward from an extremely low angle, capturing a vast and profound digital space against a bottomless black backdrop. It describes countless luminescent, phosphorescent green binary codes (zeros and ones) cascading downward in vertical streams at varying speeds, with characters brightest at the top and gradually dimming as they flow, plus occasional flashes of katakana and reversed characters, all emitted by the characters themselves to illuminate the void and convey technological sophistication through an immersive, majestic, and slightly oppressive atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are legible but not highly refined. The green palette and the presence of binary-like elements are clear, and the overall contrast between the bright characters and the dark background is maintained. However, there are noticeable artifacts and some instability in rendering, and the motion appears relatively static rather than exhibiting dynamic cascades. Overall, the visual quality is moderate, with room for improvement in sharpness, stability, and motion fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several core aspects of the prompt—digital backdrop, green-lit binary motifs, and a bottomless void with an ultra-wide framing. However, key dynamic elements are underrepresented: the cascading behavior is not convincingly realized, and the intended vertical streams at varying speeds are not clearly demonstrated. The alignment is acceptable but not strong, reflecting a mid-level correspondence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible lighting and spatial relationships; characters glow and interact coherently within the dark environment, and there are no obvious physical contradictions. The lack of pronounced motion does not introduce any logical inconsistencies, though it reduces the perceived dynamism of the information stream.\n\nOverall assessment:\nThe video presents a moderate interpretation of the prompt, with balanced strengths in concept and limitations in motion and refinement. The three dimensions align with a mid-range evaluation: Visual Quality 3, Text-to-Video Alignment 3, Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.15625,
+                    "TA": 2.59375,
+                    "MQ": 3.046875,
+                    "Overall": 7.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions an ultra-wide-angle static shot, shot upward from an extremely low angle, capturing a vast and profound digital space against a bottomless black backdrop. It describes countless luminescent, phosphorescent green binary codes (zeros and ones) cascading downward in vertical streams at varying speeds, with characters brightest at the top and gradually dimming as they flow, plus occasional flashes of katakana and reversed characters, all emitted by the characters themselves to illuminate the void and convey technological sophistication through an immersive, majestic, and slightly oppressive atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are legible but not highly refined. The green palette and the presence of binary-like elements are clear, and the overall contrast between the bright characters and the dark background is maintained. However, there are noticeable artifacts and some instability in rendering, and the motion appears relatively static rather than exhibiting dynamic cascades. Overall, the visual quality is moderate, with room for improvement in sharpness, stability, and motion fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several core aspects of the prompt—digital backdrop, green-lit binary motifs, and a bottomless void with an ultra-wide framing. However, key dynamic elements are underrepresented: the cascading behavior is not convincingly realized, and the intended vertical streams at varying speeds are not clearly demonstrated. The alignment is acceptable but not strong, reflecting a mid-level correspondence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible lighting and spatial relationships; characters glow and interact coherently within the dark environment, and there are no obvious physical contradictions. The lack of pronounced motion does not introduce any logical inconsistencies, though it reduces the perceived dynamism of the information stream.\n\nOverall assessment:\nThe video presents a moderate interpretation of the prompt, with balanced strengths in concept and limitations in motion and refinement. The three dimensions align with a mid-range evaluation: Visual Quality 3, Text-to-Video Alignment 3, Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_9/index_tensor([1414, 1414])_group_9_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_9/index_tensor([1414, 1414])_group_9_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfc8d7df80d9ac2b6e328b08c31164b8e626441d
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_9/index_tensor([1414, 1414])_group_9_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "cinematic macro camera remains static, focusing with breathtaking intimacy on a polished metal sphere—the head of the bolas—as it spins malevolently through a pitch-black void. The weapon's head, a sphere of highly polished chrome steel, reflects twisting, elongated bright dots on its mirror-like surface as it traces a deadly arc through the air. Behind it lies a thick, braided black rope, so detailed that its gnarled individual fibers can be seen, stretched taut by the sheer speed of the swing. The entire scene is illuminated by intense, intermittent flashes of cool bluish-white light onscreen, creating a dramatic strobe effect. Each flash freezes the action in a moment, capturing the weapon's deadly trajectory and the intricate details of the rope's texture in a series of stark, high-contrast moments, creating a tense and aggressive atmosphere of pure, dynamic danger.",
+        "seed": 2281,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_9/index_1414_seed_2281_dp_18_rank_36_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.375,
+        "video_score2_ta": 1.671875,
+        "video_score2_mq": 3.75,
+        "video_score2_overall": 8.8125,
+        "avg": 8.796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "cinematic macro camera remains static, focusing with breathtaking intimacy on a polished metal sphere—the head of the bolas—as it spins malevolently through a pitch-black void. The weapon's head, a sphere of highly polished chrome steel, reflects twisting, elongated bright dots on its mirror-like surface as it traces a deadly arc through the air. Behind it lies a thick, braided black rope, so detailed that its gnarled individual fibers can be seen, stretched taut by the sheer speed of the swing. The entire scene is illuminated by intense, intermittent flashes of cool bluish-white light onscreen, creating a dramatic strobe effect. Each flash freezes the action in a moment, capturing the weapon's deadly trajectory and the intricate details of the rope's texture in a series of stark, high-contrast moments, creating a tense and aggressive atmosphere of pure, dynamic danger.",
+                "token_credit_reward": 8.8125,
+                "selected_reward": 8.8125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic macro shot of a polished metal sphere (the head of a bolas) spinning through a pitch-black void, with reflections on a mirror-like surface, a thick braided black rope behind it, and intense, intermittent blue-white flashes creating a dramatic strobe effect. In the actual video, several elements align (close-up framing, dark background, blue lighting), but key aspects are not realized: there is no clear spinning motion, the rope detail is not visible, and the dramatic strobe sequence is absent. Overall, the alignment with the prompt is partial rather than complete.\n\nVisual Quality Analysis:\nThe visuals are solid overall. Resolution and clarity are good, with convincing metallic reflections and a consistent blue lighting scheme. The imagery reads as professional and coherent, though it does not push into exceptional or hyper-realistic territory. There are no obvious artifacts or distortions, and the scene maintains a stable, cinematic look across frames. Given these factors, Visual Quality is rated 4/5.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and the video. While some elements match (close-up framing, dark backdrop, blue illumination), essential components—spinning motion, the braided rope behind the sphere, and the intense, intermittent flashes forming a strobe—are missing. The result is a moderate level of alignment, corresponding to a score of 3/5.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: the sphere’s reflections, lighting, and spatial relationships appear believable, and there are no evident violations of basic physics. The absence of the described dynamic elements (spinning, rope interaction, strobe flashes) reduces narrative coherence but does not introduce physical inconsistencies. Overall, Physical/Common-sense Consistency is rated 3/5.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.375,
+                    "TA": 1.671875,
+                    "MQ": 3.75,
+                    "Overall": 8.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic macro shot of a polished metal sphere (the head of a bolas) spinning through a pitch-black void, with reflections on a mirror-like surface, a thick braided black rope behind it, and intense, intermittent blue-white flashes creating a dramatic strobe effect. In the actual video, several elements align (close-up framing, dark background, blue lighting), but key aspects are not realized: there is no clear spinning motion, the rope detail is not visible, and the dramatic strobe sequence is absent. Overall, the alignment with the prompt is partial rather than complete.\n\nVisual Quality Analysis:\nThe visuals are solid overall. Resolution and clarity are good, with convincing metallic reflections and a consistent blue lighting scheme. The imagery reads as professional and coherent, though it does not push into exceptional or hyper-realistic territory. There are no obvious artifacts or distortions, and the scene maintains a stable, cinematic look across frames. Given these factors, Visual Quality is rated 4/5.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and the video. While some elements match (close-up framing, dark backdrop, blue illumination), essential components—spinning motion, the braided rope behind the sphere, and the intense, intermittent flashes forming a strobe—are missing. The result is a moderate level of alignment, corresponding to a score of 3/5.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: the sphere’s reflections, lighting, and spatial relationships appear believable, and there are no evident violations of basic physics. The absence of the described dynamic elements (spinning, rope interaction, strobe flashes) reduces narrative coherence but does not introduce physical inconsistencies. Overall, Physical/Common-sense Consistency is rated 3/5.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "cinematic macro camera remains static, focusing with breathtaking intimacy on a polished metal sphere—the head of the bolas—as it spins malevolently through a pitch-black void. The weapon's head, a sphere of highly polished chrome steel, reflects twisting, elongated bright dots on its mirror-like surface as it traces a deadly arc through the air. Behind it lies a thick, braided black rope, so detailed that its gnarled individual fibers can be seen, stretched taut by the sheer speed of the swing. The entire scene is illuminated by intense, intermittent flashes of cool bluish-white light onscreen, creating a dramatic strobe effect. Each flash freezes the action in a moment, capturing the weapon's deadly trajectory and the intricate details of the rope's texture in a series of stark, high-contrast moments, creating a tense and aggressive atmosphere of pure, dynamic danger.",
+        "seed": 2282,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_9/index_1414_seed_2282_dp_18_rank_36_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.171875,
+        "video_score2_ta": 1.6875,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 7.875,
+        "avg": 7.859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "cinematic macro camera remains static, focusing with breathtaking intimacy on a polished metal sphere—the head of the bolas—as it spins malevolently through a pitch-black void. The weapon's head, a sphere of highly polished chrome steel, reflects twisting, elongated bright dots on its mirror-like surface as it traces a deadly arc through the air. Behind it lies a thick, braided black rope, so detailed that its gnarled individual fibers can be seen, stretched taut by the sheer speed of the swing. The entire scene is illuminated by intense, intermittent flashes of cool bluish-white light onscreen, creating a dramatic strobe effect. Each flash freezes the action in a moment, capturing the weapon's deadly trajectory and the intricate details of the rope's texture in a series of stark, high-contrast moments, creating a tense and aggressive atmosphere of pure, dynamic danger.",
+                "token_credit_reward": 7.875,
+                "selected_reward": 7.875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic macro shot focusing on a polished metal sphere (the head of a bolas) spinning through a pitch-black void, with reflections on a mirror-like surface, a thick braided black rope behind it, and intense, intermittent bluish-white flashes creating a dramatic strobe effect. In practice, the video presents a static, close-up view of a metallic sphere with some reflective highlights, but the dynamic elements—spinning motion, the arc through space, the rope, and the pronounced strobe lighting—are not realized. Overall, the alignment with the prompt is limited, reflecting a low-to-moderate fidelity to the described sequence.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear rendering of the sphere’s surface and reflections, with consistent lighting and minimal visible artifacts. However, the sequence lacks the intended dynamic cinematography and dramatic lighting transitions; the footage reads as a largely static close-up rather than a cinematic macro sequence. This yields a moderate level of visual quality overall.\n\nText-to-Video Alignment Analysis:\nThere is partial correspondence: a polished metallic sphere and some reflective cues are present, but the core elements of the prompt—spinning motion, the arc through space, the thick braided rope, and the intense, intermittent bluish-white flashes—are missing or underdeveloped. The result is a noticeable gap between the prompt and the video content, indicating a low-to-moderate alignment score.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible material properties and lighting behavior for a metallic sphere, with no obvious physical contradictions. Yet the absence of the described dynamic action and interaction with the rope reduces the perceived realism of the intended scenario. Overall, physical consistency is acceptable but not strongly demonstrated due to the lack of motion and interaction cues.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.171875,
+                    "TA": 1.6875,
+                    "MQ": 3.0,
+                    "Overall": 7.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic macro shot focusing on a polished metal sphere (the head of a bolas) spinning through a pitch-black void, with reflections on a mirror-like surface, a thick braided black rope behind it, and intense, intermittent bluish-white flashes creating a dramatic strobe effect. In practice, the video presents a static, close-up view of a metallic sphere with some reflective highlights, but the dynamic elements—spinning motion, the arc through space, the rope, and the pronounced strobe lighting—are not realized. Overall, the alignment with the prompt is limited, reflecting a low-to-moderate fidelity to the described sequence.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear rendering of the sphere’s surface and reflections, with consistent lighting and minimal visible artifacts. However, the sequence lacks the intended dynamic cinematography and dramatic lighting transitions; the footage reads as a largely static close-up rather than a cinematic macro sequence. This yields a moderate level of visual quality overall.\n\nText-to-Video Alignment Analysis:\nThere is partial correspondence: a polished metallic sphere and some reflective cues are present, but the core elements of the prompt—spinning motion, the arc through space, the thick braided rope, and the intense, intermittent bluish-white flashes—are missing or underdeveloped. The result is a noticeable gap between the prompt and the video content, indicating a low-to-moderate alignment score.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible material properties and lighting behavior for a metallic sphere, with no obvious physical contradictions. Yet the absence of the described dynamic action and interaction with the rope reduces the perceived realism of the intended scenario. Overall, physical consistency is acceptable but not strongly demonstrated due to the lack of motion and interaction cues.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "cinematic macro camera remains static, focusing with breathtaking intimacy on a polished metal sphere—the head of the bolas—as it spins malevolently through a pitch-black void. The weapon's head, a sphere of highly polished chrome steel, reflects twisting, elongated bright dots on its mirror-like surface as it traces a deadly arc through the air. Behind it lies a thick, braided black rope, so detailed that its gnarled individual fibers can be seen, stretched taut by the sheer speed of the swing. The entire scene is illuminated by intense, intermittent flashes of cool bluish-white light onscreen, creating a dramatic strobe effect. Each flash freezes the action in a moment, capturing the weapon's deadly trajectory and the intricate details of the rope's texture in a series of stark, high-contrast moments, creating a tense and aggressive atmosphere of pure, dynamic danger.",
+        "seed": 2283,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_9/index_1414_seed_2283_dp_19_rank_38_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.53125,
+        "video_score2_ta": 1.453125,
+        "video_score2_mq": 3.0625,
+        "video_score2_overall": 8.0625,
+        "avg": 8.046875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "cinematic macro camera remains static, focusing with breathtaking intimacy on a polished metal sphere—the head of the bolas—as it spins malevolently through a pitch-black void. The weapon's head, a sphere of highly polished chrome steel, reflects twisting, elongated bright dots on its mirror-like surface as it traces a deadly arc through the air. Behind it lies a thick, braided black rope, so detailed that its gnarled individual fibers can be seen, stretched taut by the sheer speed of the swing. The entire scene is illuminated by intense, intermittent flashes of cool bluish-white light onscreen, creating a dramatic strobe effect. Each flash freezes the action in a moment, capturing the weapon's deadly trajectory and the intricate details of the rope's texture in a series of stark, high-contrast moments, creating a tense and aggressive atmosphere of pure, dynamic danger.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic macro setup focusing on a polished metal sphere (the head of the bolas) spinning through a pitch-black void, with reflections on a mirror-like surface, a thick braided black rope behind it, and intense, intermittent blue-white flashes creating a dramatic strobe effect. In practice, the video presents a static macro view of a glossy spherical object with blue lighting, lacking the dynamic motion and dramatic lighting described. The core elements of the prompt—spinning motion, a dark void, and the rope backdrop—are not realized, resulting in only partial alignment with the intended concept.\n\nVisual Quality Analysis:\nThe frames show decent sharpness and consistent lighting, with convincing reflections on the sphere’s surface. However, the sequence remains largely static across frames, with minimal temporal variation or motion cues. While there are no obvious artifacts, the overall visual impact is limited by the absence of dynamic movement and cinematic pacing. Overall Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is a clear gap between the prompt and the actual video content. The static macro shot captures some surface detail and lighting but fails to reproduce the spinning action, the dark void, the rope backdrop, and the intense strobe lighting. The alignment is partial at best, reflecting a moderate level of fidelity to the original description (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical properties: the sphere’s shape, reflections, and lighting behave consistently with a glossy metallic surface under coherent illumination. There are no evident physical contradictions, and the material response appears believable. This dimension remains strong relative to the others, supporting a higher score (4).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 4.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.53125,
+                    "TA": 1.453125,
+                    "MQ": 3.0625,
+                    "Overall": 8.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic macro setup focusing on a polished metal sphere (the head of the bolas) spinning through a pitch-black void, with reflections on a mirror-like surface, a thick braided black rope behind it, and intense, intermittent blue-white flashes creating a dramatic strobe effect. In practice, the video presents a static macro view of a glossy spherical object with blue lighting, lacking the dynamic motion and dramatic lighting described. The core elements of the prompt—spinning motion, a dark void, and the rope backdrop—are not realized, resulting in only partial alignment with the intended concept.\n\nVisual Quality Analysis:\nThe frames show decent sharpness and consistent lighting, with convincing reflections on the sphere’s surface. However, the sequence remains largely static across frames, with minimal temporal variation or motion cues. While there are no obvious artifacts, the overall visual impact is limited by the absence of dynamic movement and cinematic pacing. Overall Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is a clear gap between the prompt and the actual video content. The static macro shot captures some surface detail and lighting but fails to reproduce the spinning action, the dark void, the rope backdrop, and the intense strobe lighting. The alignment is partial at best, reflecting a moderate level of fidelity to the original description (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical properties: the sphere’s shape, reflections, and lighting behave consistently with a glossy metallic surface under coherent illumination. There are no evident physical contradictions, and the material response appears believable. This dimension remains strong relative to the others, supporting a higher score (4).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 4.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "cinematic macro camera remains static, focusing with breathtaking intimacy on a polished metal sphere—the head of the bolas—as it spins malevolently through a pitch-black void. The weapon's head, a sphere of highly polished chrome steel, reflects twisting, elongated bright dots on its mirror-like surface as it traces a deadly arc through the air. Behind it lies a thick, braided black rope, so detailed that its gnarled individual fibers can be seen, stretched taut by the sheer speed of the swing. The entire scene is illuminated by intense, intermittent flashes of cool bluish-white light onscreen, creating a dramatic strobe effect. Each flash freezes the action in a moment, capturing the weapon's deadly trajectory and the intricate details of the rope's texture in a series of stark, high-contrast moments, creating a tense and aggressive atmosphere of pure, dynamic danger.",
+        "seed": 2284,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000482/group_9/index_1414_seed_2284_dp_19_rank_38_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.234375,
+        "video_score2_ta": 1.90625,
+        "video_score2_mq": 3.0625,
+        "video_score2_overall": 8.1875,
+        "avg": 8.203125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "cinematic macro camera remains static, focusing with breathtaking intimacy on a polished metal sphere—the head of the bolas—as it spins malevolently through a pitch-black void. The weapon's head, a sphere of highly polished chrome steel, reflects twisting, elongated bright dots on its mirror-like surface as it traces a deadly arc through the air. Behind it lies a thick, braided black rope, so detailed that its gnarled individual fibers can be seen, stretched taut by the sheer speed of the swing. The entire scene is illuminated by intense, intermittent flashes of cool bluish-white light onscreen, creating a dramatic strobe effect. Each flash freezes the action in a moment, capturing the weapon's deadly trajectory and the intricate details of the rope's texture in a series of stark, high-contrast moments, creating a tense and aggressive atmosphere of pure, dynamic danger.",
+                "token_credit_reward": 8.1875,
+                "selected_reward": 8.1875,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    0,
+                    1,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic macro shot of a polished metal sphere (the head of a bolas) spinning through a pitch-black void, with reflections on a mirror-like surface, a thick braided rope behind it, and intense, intermittent blue-white flashes creating a dramatic strobe effect. In practice, the video presents a static, close-up view of a metallic sphere with a blue glow and a surrounding rope, but the dynamic elements—spinning motion, dramatic lighting, and the full sequence of the weapon's arc—are not realized. Overall, the alignment with the prompt is partial rather than complete.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear rendering of the metallic sphere and the rope texture, with consistent lighting and minimal visible artifacts. However, the sequence lacks the intended dynamic cinematography and dramatic lighting described in the prompt, resulting in only moderate visual impact. The overall visual quality is acceptable but not exceptional.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and the actual video. The core dynamic aspects—spinning motion, intense intermittent flashes, and a dramatic strobe sequence—are missing. The video captures a static close-up with limited motion cues, yielding a moderate level of alignment with the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships: the sphere’s reflection, the rope’s texture, and the spatial arrangement appear coherent, and there are no obvious physical contradictions. The absence of motion does not introduce any inconsistency; it simply reduces the perceived realism of the described dynamic scenario.\n\nOverall assessment:\nThe video demonstrates competent technical rendering and material detail but falls short of delivering the cinematic dynamics and dramatic lighting promised by the prompt. The result is a technically sound yet narratively incomplete realization, with moderate alignment across all three dimensions.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.234375,
+                    "TA": 1.90625,
+                    "MQ": 3.0625,
+                    "Overall": 8.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic macro shot of a polished metal sphere (the head of a bolas) spinning through a pitch-black void, with reflections on a mirror-like surface, a thick braided rope behind it, and intense, intermittent blue-white flashes creating a dramatic strobe effect. In practice, the video presents a static, close-up view of a metallic sphere with a blue glow and a surrounding rope, but the dynamic elements—spinning motion, dramatic lighting, and the full sequence of the weapon's arc—are not realized. Overall, the alignment with the prompt is partial rather than complete.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear rendering of the metallic sphere and the rope texture, with consistent lighting and minimal visible artifacts. However, the sequence lacks the intended dynamic cinematography and dramatic lighting described in the prompt, resulting in only moderate visual impact. The overall visual quality is acceptable but not exceptional.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and the actual video. The core dynamic aspects—spinning motion, intense intermittent flashes, and a dramatic strobe sequence—are missing. The video captures a static close-up with limited motion cues, yielding a moderate level of alignment with the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships: the sphere’s reflection, the rope’s texture, and the spatial arrangement appear coherent, and there are no obvious physical contradictions. The absence of motion does not introduce any inconsistency; it simply reduces the perceived realism of the described dynamic scenario.\n\nOverall assessment:\nThe video demonstrates competent technical rendering and material detail but falls short of delivering the cinematic dynamics and dramatic lighting promised by the prompt. The result is a technically sound yet narratively incomplete realization, with moderate alignment across all three dimensions.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_1/index_tensor([371, 371])_group_1_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_1/index_tensor([371, 371])_group_1_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..3835636c711f5d6dcccc1d71656ad9049e3e736e
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_1/index_tensor([371, 371])_group_1_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static shot captured from a very low, upward angle, the entire image exudes a rich, traditional ink painting style. The background is minimalist, rice paper-like, with only a horizontal plane at the bottom, blurred by light ink, suggesting solid ground. A large, plump pumpkin dominates the upper half of the image, its outline defined by bold, forceful brushstrokes. The pumpkin's flesh is rendered in alternating shades of ink, evoking a sense of rounded volume and unique texture. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, lending them a vigorous and dynamic quality. As the camera remains motionless, the giant pumpkin is falling vertically at an astonishing speed. The moment it touches the ground, it does not shatter into pieces, but explodes violently, instantly turning into tens of millions of dark ink dots of various sizes and shapes, just like the ink drops splashed out by a calligrapher after he puts his brush down hard in the midst of passionate creation. These ink dots radiate in all directions at high speed with the impact point as the center, drawing powerful tracks in the pure white space, and finally forming a dynamic ink painting full of tension and Zen moments. The whole scene, in pure black, white and gray tones, conveys an extreme, instant and eternal violent aesthetic.",
+        "seed": 14576,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_1/index_371_seed_14576_dp_2_rank_4_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.828125,
+        "video_score2_ta": 2.15625,
+        "video_score2_mq": 2.84375,
+        "video_score2_overall": 7.84375,
+        "avg": 7.828125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static shot captured from a very low, upward angle, the entire image exudes a rich, traditional ink painting style. The background is minimalist, rice paper-like, with only a horizontal plane at the bottom, blurred by light ink, suggesting solid ground. A large, plump pumpkin dominates the upper half of the image, its outline defined by bold, forceful brushstrokes. The pumpkin's flesh is rendered in alternating shades of ink, evoking a sense of rounded volume and unique texture. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, lending them a vigorous and dynamic quality. As the camera remains motionless, the giant pumpkin is falling vertically at an astonishing speed. The moment it touches the ground, it does not shatter into pieces, but explodes violently, instantly turning into tens of millions of dark ink dots of various sizes and shapes, just like the ink drops splashed out by a calligrapher after he puts his brush down hard in the midst of passionate creation. These ink dots radiate in all directions at high speed with the impact point as the center, drawing powerful tracks in the pure white space, and finally forming a dynamic ink painting full of tension and Zen moments. The whole scene, in pure black, white and gray tones, conveys an extreme, instant and eternal violent aesthetic.",
+                "token_credit_reward": 7.84375,
+                "selected_reward": 7.84375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static shot from a very low, upward angle with a rich, traditional ink painting style. The background is minimalist, resembling rice paper, with a horizontal ground plane at the bottom. A large, plump pumpkin dominates the upper portion, outlined by bold, forceful brushstrokes. The flesh is rendered in alternating ink shades to evoke depth. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, conveying dynamic energy. The scene should show the pumpkin falling vertically at high speed, not breaking on impact but exploding into dark ink dots that radiate outward in all directions, forming a dynamic ink painting full of tension and a sense of the momentary, extreme, and timeless.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent and maintain a consistent ink-painting aesthetic with clear line work and well-defined forms. The resolution is adequate, and the contrast between the dark pumpkin and the lighter background is effective. The rendering of the stem and vines is readable, and the overall composition remains stable across frames. However, there are minor inconsistencies in texture detail and some frame-to-frame variation in the explosion effect, which prevents a higher-end impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—ink painting style, minimalist background, a large central pumpkin, and a low-angle perspective. However, key dynamic aspects are underrepresented: the dramatic vertical fall and the explosive transition into ink dots are not convincingly realized; the sequence reads more as a static or slowly evolving depiction rather than a kinetic transformation. The alignment is therefore moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships: the pumpkin sits on a surface with believable shadows, and the stem and vines are positioned coherently. The explosion into ink dots is stylized rather than physically accurate, but it does not introduce obvious contradictions within the artistic framework. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.828125,
+                    "TA": 2.15625,
+                    "MQ": 2.84375,
+                    "Overall": 7.84375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static shot from a very low, upward angle with a rich, traditional ink painting style. The background is minimalist, resembling rice paper, with a horizontal ground plane at the bottom. A large, plump pumpkin dominates the upper portion, outlined by bold, forceful brushstrokes. The flesh is rendered in alternating ink shades to evoke depth. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, conveying dynamic energy. The scene should show the pumpkin falling vertically at high speed, not breaking on impact but exploding into dark ink dots that radiate outward in all directions, forming a dynamic ink painting full of tension and a sense of the momentary, extreme, and timeless.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent and maintain a consistent ink-painting aesthetic with clear line work and well-defined forms. The resolution is adequate, and the contrast between the dark pumpkin and the lighter background is effective. The rendering of the stem and vines is readable, and the overall composition remains stable across frames. However, there are minor inconsistencies in texture detail and some frame-to-frame variation in the explosion effect, which prevents a higher-end impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—ink painting style, minimalist background, a large central pumpkin, and a low-angle perspective. However, key dynamic aspects are underrepresented: the dramatic vertical fall and the explosive transition into ink dots are not convincingly realized; the sequence reads more as a static or slowly evolving depiction rather than a kinetic transformation. The alignment is therefore moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships: the pumpkin sits on a surface with believable shadows, and the stem and vines are positioned coherently. The explosion into ink dots is stylized rather than physically accurate, but it does not introduce obvious contradictions within the artistic framework. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static shot captured from a very low, upward angle, the entire image exudes a rich, traditional ink painting style. The background is minimalist, rice paper-like, with only a horizontal plane at the bottom, blurred by light ink, suggesting solid ground. A large, plump pumpkin dominates the upper half of the image, its outline defined by bold, forceful brushstrokes. The pumpkin's flesh is rendered in alternating shades of ink, evoking a sense of rounded volume and unique texture. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, lending them a vigorous and dynamic quality. As the camera remains motionless, the giant pumpkin is falling vertically at an astonishing speed. The moment it touches the ground, it does not shatter into pieces, but explodes violently, instantly turning into tens of millions of dark ink dots of various sizes and shapes, just like the ink drops splashed out by a calligrapher after he puts his brush down hard in the midst of passionate creation. These ink dots radiate in all directions at high speed with the impact point as the center, drawing powerful tracks in the pure white space, and finally forming a dynamic ink painting full of tension and Zen moments. The whole scene, in pure black, white and gray tones, conveys an extreme, instant and eternal violent aesthetic.",
+        "seed": 14577,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_1/index_371_seed_14577_dp_2_rank_4_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.0,
+        "video_score2_ta": 1.546875,
+        "video_score2_mq": 2.546875,
+        "video_score2_overall": 7.125,
+        "avg": 7.09375,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "static shot captured from a very low, upward angle, the entire image exudes a rich, traditional ink painting style. The background is minimalist, rice paper-like, with only a horizontal plane at the bottom, blurred by light ink, suggesting solid ground. A large, plump pumpkin dominates the upper half of the image, its outline defined by bold, forceful brushstrokes. The pumpkin's flesh is rendered in alternating shades of ink, evoking a sense of rounded volume and unique texture. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, lending them a vigorous and dynamic quality. As the camera remains motionless, the giant pumpkin is falling vertically at an astonishing speed. The moment it touches the ground, it does not shatter into pieces, but explodes violently, instantly turning into tens of millions of dark ink dots of various sizes and shapes, just like the ink drops splashed out by a calligrapher after he puts his brush down hard in the midst of passionate creation. These ink dots radiate in all directions at high speed with the impact point as the center, drawing powerful tracks in the pure white space, and finally forming a dynamic ink painting full of tension and Zen moments. The whole scene, in pure black, white and gray tones, conveys an extreme, instant and eternal violent aesthetic.",
+                "token_credit_reward": 7.125,
+                "selected_reward": 7.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nText Prompt Analysis:\nThe prompt describes a dramatic sequence where a large, plump pumpkin dominates the frame, begins to fall, and explodes into ink dots that radiate outward in a dynamic, high-contrast ink painting aesthetic. In the actual video, the core transformation is not realized: there is no vertical descent or explosive fragmentation; the scene remains largely static with only minor surface variations. The ink-painting style is present only superficially, and the dramatic narrative is not conveyed. Overall, the alignment to the prompt is severely misaligned.\n\nVisual Quality Analysis:\nThe frames show a dark, painterly look with some grain and mild softness, but overall clarity is acceptable. There are occasional artifacts and slight instability across frames, yet these do not dominate the viewing experience. The result is a moderate level of visual quality, not pristine, but not severely degraded either.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the video content. The essential elements—vertical fall, explosive ink dot radiance, and a vivid ink-painting dynamic—are missing. The video remains largely static with minimal motion, indicating a very low alignment score.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the object sits on a surface with plausible lighting and shadowing, and there are no obvious physics violations within what is shown. However, the absence of the described kinetic transformation reduces coherence with the intended scenario, resulting in a moderate level of common-sense consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 1,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0,
+                    "TA": 1.546875,
+                    "MQ": 2.546875,
+                    "Overall": 7.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nText Prompt Analysis:\nThe prompt describes a dramatic sequence where a large, plump pumpkin dominates the frame, begins to fall, and explodes into ink dots that radiate outward in a dynamic, high-contrast ink painting aesthetic. In the actual video, the core transformation is not realized: there is no vertical descent or explosive fragmentation; the scene remains largely static with only minor surface variations. The ink-painting style is present only superficially, and the dramatic narrative is not conveyed. Overall, the alignment to the prompt is severely misaligned.\n\nVisual Quality Analysis:\nThe frames show a dark, painterly look with some grain and mild softness, but overall clarity is acceptable. There are occasional artifacts and slight instability across frames, yet these do not dominate the viewing experience. The result is a moderate level of visual quality, not pristine, but not severely degraded either.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the video content. The essential elements—vertical fall, explosive ink dot radiance, and a vivid ink-painting dynamic—are missing. The video remains largely static with minimal motion, indicating a very low alignment score.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the object sits on a surface with plausible lighting and shadowing, and there are no obvious physics violations within what is shown. However, the absence of the described kinetic transformation reduces coherence with the intended scenario, resulting in a moderate level of common-sense consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static shot captured from a very low, upward angle, the entire image exudes a rich, traditional ink painting style. The background is minimalist, rice paper-like, with only a horizontal plane at the bottom, blurred by light ink, suggesting solid ground. A large, plump pumpkin dominates the upper half of the image, its outline defined by bold, forceful brushstrokes. The pumpkin's flesh is rendered in alternating shades of ink, evoking a sense of rounded volume and unique texture. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, lending them a vigorous and dynamic quality. As the camera remains motionless, the giant pumpkin is falling vertically at an astonishing speed. The moment it touches the ground, it does not shatter into pieces, but explodes violently, instantly turning into tens of millions of dark ink dots of various sizes and shapes, just like the ink drops splashed out by a calligrapher after he puts his brush down hard in the midst of passionate creation. These ink dots radiate in all directions at high speed with the impact point as the center, drawing powerful tracks in the pure white space, and finally forming a dynamic ink painting full of tension and Zen moments. The whole scene, in pure black, white and gray tones, conveys an extreme, instant and eternal violent aesthetic.",
+        "seed": 14578,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_1/index_371_seed_14578_dp_3_rank_6_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.84375,
+        "video_score2_ta": 1.7578125,
+        "video_score2_mq": 2.8125,
+        "video_score2_overall": 7.40625,
+        "avg": 7.4140625,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "static shot captured from a very low, upward angle, the entire image exudes a rich, traditional ink painting style. The background is minimalist, rice paper-like, with only a horizontal plane at the bottom, blurred by light ink, suggesting solid ground. A large, plump pumpkin dominates the upper half of the image, its outline defined by bold, forceful brushstrokes. The pumpkin's flesh is rendered in alternating shades of ink, evoking a sense of rounded volume and unique texture. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, lending them a vigorous and dynamic quality. As the camera remains motionless, the giant pumpkin is falling vertically at an astonishing speed. The moment it touches the ground, it does not shatter into pieces, but explodes violently, instantly turning into tens of millions of dark ink dots of various sizes and shapes, just like the ink drops splashed out by a calligrapher after he puts his brush down hard in the midst of passionate creation. These ink dots radiate in all directions at high speed with the impact point as the center, drawing powerful tracks in the pure white space, and finally forming a dynamic ink painting full of tension and Zen moments. The whole scene, in pure black, white and gray tones, conveys an extreme, instant and eternal violent aesthetic.",
+                "token_credit_reward": 7.40625,
+                "selected_reward": 7.40625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a dramatic sequence where a large pumpkin dominates the frame, begins to fall, and explodes into ink dots that radiate outward in a dynamic, high-contrast ink painting aesthetic. In practice, the video presents a static, monochrome composition with a clearly visible pumpkin and a minimalist background, but the core dynamic events (vertical descent, impact, and explosive fragmentation) are not realized. The result is a visually restrained interpretation that captures some stylistic cues but fails to deliver the kinetic narrative described.\n\nVisual Quality Analysis:\nThe visuals are coherent and technically competent: the resolution is adequate, lighting is consistent, and the monochrome palette is well-rendered. However, the sequence lacks the intended dynamic evolution and explosive transformation, which limits the perceived visual impact. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: the presence of a large pumpkin and a minimalist setting aligns with parts of the description, but the essential elements—vertical descent, impact with the ground, and a subsequent explosion into ink dots—are missing. The video reads more as a still or slowly evolving scene rather than the energetic, transformative moment envisioned, resulting in a moderate alignment score (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible object placement and consistent lighting, with no obvious physical contradictions. Yet the absence of the expected motion and transformation reduces the perceived realism of the described scenario. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.84375,
+                    "TA": 1.7578125,
+                    "MQ": 2.8125,
+                    "Overall": 7.40625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a dramatic sequence where a large pumpkin dominates the frame, begins to fall, and explodes into ink dots that radiate outward in a dynamic, high-contrast ink painting aesthetic. In practice, the video presents a static, monochrome composition with a clearly visible pumpkin and a minimalist background, but the core dynamic events (vertical descent, impact, and explosive fragmentation) are not realized. The result is a visually restrained interpretation that captures some stylistic cues but fails to deliver the kinetic narrative described.\n\nVisual Quality Analysis:\nThe visuals are coherent and technically competent: the resolution is adequate, lighting is consistent, and the monochrome palette is well-rendered. However, the sequence lacks the intended dynamic evolution and explosive transformation, which limits the perceived visual impact. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: the presence of a large pumpkin and a minimalist setting aligns with parts of the description, but the essential elements—vertical descent, impact with the ground, and a subsequent explosion into ink dots—are missing. The video reads more as a still or slowly evolving scene rather than the energetic, transformative moment envisioned, resulting in a moderate alignment score (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible object placement and consistent lighting, with no obvious physical contradictions. Yet the absence of the expected motion and transformation reduces the perceived realism of the described scenario. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static shot captured from a very low, upward angle, the entire image exudes a rich, traditional ink painting style. The background is minimalist, rice paper-like, with only a horizontal plane at the bottom, blurred by light ink, suggesting solid ground. A large, plump pumpkin dominates the upper half of the image, its outline defined by bold, forceful brushstrokes. The pumpkin's flesh is rendered in alternating shades of ink, evoking a sense of rounded volume and unique texture. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, lending them a vigorous and dynamic quality. As the camera remains motionless, the giant pumpkin is falling vertically at an astonishing speed. The moment it touches the ground, it does not shatter into pieces, but explodes violently, instantly turning into tens of millions of dark ink dots of various sizes and shapes, just like the ink drops splashed out by a calligrapher after he puts his brush down hard in the midst of passionate creation. These ink dots radiate in all directions at high speed with the impact point as the center, drawing powerful tracks in the pure white space, and finally forming a dynamic ink painting full of tension and Zen moments. The whole scene, in pure black, white and gray tones, conveys an extreme, instant and eternal violent aesthetic.",
+        "seed": 14579,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_1/index_371_seed_14579_dp_3_rank_6_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.21875,
+        "video_score2_ta": 1.5703125,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 7.78125,
+        "avg": 7.7890625,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "static shot captured from a very low, upward angle, the entire image exudes a rich, traditional ink painting style. The background is minimalist, rice paper-like, with only a horizontal plane at the bottom, blurred by light ink, suggesting solid ground. A large, plump pumpkin dominates the upper half of the image, its outline defined by bold, forceful brushstrokes. The pumpkin's flesh is rendered in alternating shades of ink, evoking a sense of rounded volume and unique texture. The stem and vines at the top are rendered with a burnt-ink, flying-white technique, lending them a vigorous and dynamic quality. As the camera remains motionless, the giant pumpkin is falling vertically at an astonishing speed. The moment it touches the ground, it does not shatter into pieces, but explodes violently, instantly turning into tens of millions of dark ink dots of various sizes and shapes, just like the ink drops splashed out by a calligrapher after he puts his brush down hard in the midst of passionate creation. These ink dots radiate in all directions at high speed with the impact point as the center, drawing powerful tracks in the pure white space, and finally forming a dynamic ink painting full of tension and Zen moments. The whole scene, in pure black, white and gray tones, conveys an extreme, instant and eternal violent aesthetic.",
+                "token_credit_reward": 7.78125,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a highly stylized sequence: a static, very low upward-angle shot with a rich ink-painting aesthetic; a minimalist background; a large plump pumpkin dominating the frame; the pumpkin falling rapidly and then exploding into ink dots that radiate outward, culminating in a dynamic ink painting. The current video does not realize these dramatic events; the footage remains largely static and the core transformational narrative is not depicted.\n\nVisual Quality Analysis:\nThe visuals are coherent and technically competent: resolution is adequate, lighting is consistent, and the black-and-white palette is well-rendered. However, the sequence lacks the intended dynamic evolution and explosive transformation, resulting in a mid-level overall impression rather than a strong artistic breakthrough. The imagery reads as a static still-life rather than a kinetic, transformative scene.\n\nText-to-Video Alignment Analysis:\nThere is a substantial gap between the prompt and the delivered content. The video presents a static, monochrome depiction of a pumpkin with no fall, no explosion, and no ink-dot dispersion, and the ink-painting style is not convincingly realized. The alignment to the described dramatic sequence is poor, reflecting a low-to-moderate correspondence (score around 2).\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the pumpkin sits stably on a surface, lighting and shadows are coherent, and there are no obvious physics violations. Yet the absence of the expected motion and transformation reduces the perceived realism and narrative coherence, keeping physical consistency at a mid level.\n\nOverall assessment:\nThe video demonstrates moderate technical execution but fails to capture the requested dramatic metamorphosis, resulting in mid-range scores across Visual Quality, Text-to-Video Alignment, and Physical Consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.21875,
+                    "TA": 1.5703125,
+                    "MQ": 3.0,
+                    "Overall": 7.78125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a highly stylized sequence: a static, very low upward-angle shot with a rich ink-painting aesthetic; a minimalist background; a large plump pumpkin dominating the frame; the pumpkin falling rapidly and then exploding into ink dots that radiate outward, culminating in a dynamic ink painting. The current video does not realize these dramatic events; the footage remains largely static and the core transformational narrative is not depicted.\n\nVisual Quality Analysis:\nThe visuals are coherent and technically competent: resolution is adequate, lighting is consistent, and the black-and-white palette is well-rendered. However, the sequence lacks the intended dynamic evolution and explosive transformation, resulting in a mid-level overall impression rather than a strong artistic breakthrough. The imagery reads as a static still-life rather than a kinetic, transformative scene.\n\nText-to-Video Alignment Analysis:\nThere is a substantial gap between the prompt and the delivered content. The video presents a static, monochrome depiction of a pumpkin with no fall, no explosion, and no ink-dot dispersion, and the ink-painting style is not convincingly realized. The alignment to the described dramatic sequence is poor, reflecting a low-to-moderate correspondence (score around 2).\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the pumpkin sits stably on a surface, lighting and shadows are coherent, and there are no obvious physics violations. Yet the absence of the expected motion and transformation reduces the perceived realism and narrative coherence, keeping physical consistency at a mid level.\n\nOverall assessment:\nThe video demonstrates moderate technical execution but fails to capture the requested dramatic metamorphosis, resulting in mid-range scores across Visual Quality, Text-to-Video Alignment, and Physical Consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_11/index_tensor([412, 412])_group_11_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_11/index_tensor([412, 412])_group_11_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..80a852228707d5141fe030f59bae7451330ee241
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_11/index_tensor([412, 412])_group_11_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "An extreme macro static shot captures a garden snail as it deliberately emerges from its spiral, pearlescent brown and cream shell. Its soft, beige, slightly translucent body slowly unfurls upon a bed of vibrant green, dew-drenched moss. The camera utilizes an extremely shallow depth of field, causing the background to dissolve into a painterly bokeh of soft greens and earthy browns. As the snail's muscular feet grip the velvety surface, its two pairs of delicate tentacles cautiously extend; the longer upper eyestalks, tipped with tiny black eyes, tentatively probe the surrounding air with gentle, swaying motions, while the shorter lower eyestalks sense the path ahead. Soft, diffused morning light filters through the unseen canopy, casting gentle highlights on the snail's shimmering, damp skin and intricate shell ridges, creating an atmosphere of tranquility and intense focus that amplifies the quiet drama of this tiny creature's reawakening.",
+        "seed": 21558,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_11/index_412_seed_21558_dp_22_rank_44_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.765625,
+        "video_score2_ta": 3.703125,
+        "video_score2_mq": 3.859375,
+        "video_score2_overall": 11.3125,
+        "avg": 11.328125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme macro static shot captures a garden snail as it deliberately emerges from its spiral, pearlescent brown and cream shell. Its soft, beige, slightly translucent body slowly unfurls upon a bed of vibrant green, dew-drenched moss. The camera utilizes an extremely shallow depth of field, causing the background to dissolve into a painterly bokeh of soft greens and earthy browns. As the snail's muscular feet grip the velvety surface, its two pairs of delicate tentacles cautiously extend; the longer upper eyestalks, tipped with tiny black eyes, tentatively probe the surrounding air with gentle, swaying motions, while the shorter lower eyestalks sense the path ahead. Soft, diffused morning light filters through the unseen canopy, casting gentle highlights on the snail's shimmering, damp skin and intricate shell ridges, creating an atmosphere of tranquility and intense focus that amplifies the quiet drama of this tiny creature's reawakening.",
+                "token_credit_reward": 11.3125,
+                "selected_reward": 11.3125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro static shot of a garden snail emerging from its spiral shell, with a detailed description of the snail's anatomy, movement, lighting, and atmospheric qualities. The video largely adheres to the intended setup but does not fully realize all dynamic elements described (emergence, tentacle motion, and atmospheric nuances). Overall, the alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nThe frames show strong visual fidelity with high detail in the snail’s shell and body, and the mossy background with convincing depth of field. Lighting is soft and diffused, producing natural highlights and good contrast between subject and environment. There are no obvious artifacts or distortions, and color rendition remains natural. However, there is some minor softness in fine details and occasional slight exposure variation across frames, which prevents a flawless presentation. Overall, Visual Quality is solid and aligns with a score of 4.\n\nText-to-Video Alignment Analysis:\nThe video captures the core elements of the prompt—extreme macro perspective, garden snail, spiral shell, and mossy substrate with shallow depth of field. Yet key dynamic aspects are underrepresented: the snail does not visibly emerge from the shell, and the tentacle movements are minimal or absent. The atmospheric lighting and mood are present but do not fully convey the described sensory richness. In sum, alignment is moderate, corresponding to a score of 3.\n\nPhysical Consistency / Common-sense:\nAnatomy, proportions, and environmental interaction appear plausible and coherent with real-world expectations. The scene maintains consistent lighting, texture, and spatial relationships, with no evident physical contradictions. This supports a high level of common-sense consistency, corresponding to a score of 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.765625,
+                    "TA": 3.703125,
+                    "MQ": 3.859375,
+                    "Overall": 11.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro static shot of a garden snail emerging from its spiral shell, with a detailed description of the snail's anatomy, movement, lighting, and atmospheric qualities. The video largely adheres to the intended setup but does not fully realize all dynamic elements described (emergence, tentacle motion, and atmospheric nuances). Overall, the alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nThe frames show strong visual fidelity with high detail in the snail’s shell and body, and the mossy background with convincing depth of field. Lighting is soft and diffused, producing natural highlights and good contrast between subject and environment. There are no obvious artifacts or distortions, and color rendition remains natural. However, there is some minor softness in fine details and occasional slight exposure variation across frames, which prevents a flawless presentation. Overall, Visual Quality is solid and aligns with a score of 4.\n\nText-to-Video Alignment Analysis:\nThe video captures the core elements of the prompt—extreme macro perspective, garden snail, spiral shell, and mossy substrate with shallow depth of field. Yet key dynamic aspects are underrepresented: the snail does not visibly emerge from the shell, and the tentacle movements are minimal or absent. The atmospheric lighting and mood are present but do not fully convey the described sensory richness. In sum, alignment is moderate, corresponding to a score of 3.\n\nPhysical Consistency / Common-sense:\nAnatomy, proportions, and environmental interaction appear plausible and coherent with real-world expectations. The scene maintains consistent lighting, texture, and spatial relationships, with no evident physical contradictions. This supports a high level of common-sense consistency, corresponding to a score of 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "An extreme macro static shot captures a garden snail as it deliberately emerges from its spiral, pearlescent brown and cream shell. Its soft, beige, slightly translucent body slowly unfurls upon a bed of vibrant green, dew-drenched moss. The camera utilizes an extremely shallow depth of field, causing the background to dissolve into a painterly bokeh of soft greens and earthy browns. As the snail's muscular feet grip the velvety surface, its two pairs of delicate tentacles cautiously extend; the longer upper eyestalks, tipped with tiny black eyes, tentatively probe the surrounding air with gentle, swaying motions, while the shorter lower eyestalks sense the path ahead. Soft, diffused morning light filters through the unseen canopy, casting gentle highlights on the snail's shimmering, damp skin and intricate shell ridges, creating an atmosphere of tranquility and intense focus that amplifies the quiet drama of this tiny creature's reawakening.",
+        "seed": 21559,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_11/index_412_seed_21559_dp_22_rank_44_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.71875,
+        "video_score2_ta": 3.625,
+        "video_score2_mq": 4.0625,
+        "video_score2_overall": 11.375,
+        "avg": 11.40625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme macro static shot captures a garden snail as it deliberately emerges from its spiral, pearlescent brown and cream shell. Its soft, beige, slightly translucent body slowly unfurls upon a bed of vibrant green, dew-drenched moss. The camera utilizes an extremely shallow depth of field, causing the background to dissolve into a painterly bokeh of soft greens and earthy browns. As the snail's muscular feet grip the velvety surface, its two pairs of delicate tentacles cautiously extend; the longer upper eyestalks, tipped with tiny black eyes, tentatively probe the surrounding air with gentle, swaying motions, while the shorter lower eyestalks sense the path ahead. Soft, diffused morning light filters through the unseen canopy, casting gentle highlights on the snail's shimmering, damp skin and intricate shell ridges, creating an atmosphere of tranquility and intense focus that amplifies the quiet drama of this tiny creature's reawakening.",
+                "token_credit_reward": 11.375,
+                "selected_reward": 11.375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro static shot of a garden snail emerging from its spiral, pearlescent brown and cream shell, with a soft beige translucent body unfolding on a bed of vibrant green, dew-drenched moss. The scene features an extremely shallow depth of field, a painterly bokeh background, and a gentle, diffused morning light filtering through the canopy, highlighting the snail's shimmering, damp skin and intricate shell ridges. The overall intent is to convey a tranquil, focused moment of the creature's reawakening.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The resolution is adequate and the macro detail is clear, yet there are occasional minor inconsistencies in sharpness and color balance across frames. The depth of field effect is present and generally convincing, though a few frames show slight deviations in background blur. Lighting remains soft and diffuse, with no major hotspots or flicker, and the overall composition stays coherent. Overall, Visual Quality is good but not perfect (score 4).\n\nText-to-Video Alignment Assessment:\nThe video aligns well with the prompt: extreme macro, static shot; garden snail with spiral shell; brown and cream tones; soft beige translucent body; emerging from the shell; bed of vibrant green moss; dew-drenched appearance; extremely shallow depth of field; painterly bokeh; diffused morning light; highlights on damp skin and shell ridges; tranquil, focused mood. The alignment is strong and faithful to the description, with only minor deviations in fine-grained motion details, resulting in a high alignment score (4).\n\nPhysical Consistency / Common-sense:\nThe scene presents plausible anatomy and environmental interaction: the snail's form, the way it sits on moss, and the lighting/shadows are coherent. There are no obvious physical contradictions. However, some micro-behaviors (e.g., exact timing of tentacle extension, subtle muscle engagement) are simplified or understated due to the static framing and macro constraints. Overall, Physical Consistency is acceptable but not perfect (score 3).\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.71875,
+                    "TA": 3.625,
+                    "MQ": 4.0625,
+                    "Overall": 11.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro static shot of a garden snail emerging from its spiral, pearlescent brown and cream shell, with a soft beige translucent body unfolding on a bed of vibrant green, dew-drenched moss. The scene features an extremely shallow depth of field, a painterly bokeh background, and a gentle, diffused morning light filtering through the canopy, highlighting the snail's shimmering, damp skin and intricate shell ridges. The overall intent is to convey a tranquil, focused moment of the creature's reawakening.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The resolution is adequate and the macro detail is clear, yet there are occasional minor inconsistencies in sharpness and color balance across frames. The depth of field effect is present and generally convincing, though a few frames show slight deviations in background blur. Lighting remains soft and diffuse, with no major hotspots or flicker, and the overall composition stays coherent. Overall, Visual Quality is good but not perfect (score 4).\n\nText-to-Video Alignment Assessment:\nThe video aligns well with the prompt: extreme macro, static shot; garden snail with spiral shell; brown and cream tones; soft beige translucent body; emerging from the shell; bed of vibrant green moss; dew-drenched appearance; extremely shallow depth of field; painterly bokeh; diffused morning light; highlights on damp skin and shell ridges; tranquil, focused mood. The alignment is strong and faithful to the description, with only minor deviations in fine-grained motion details, resulting in a high alignment score (4).\n\nPhysical Consistency / Common-sense:\nThe scene presents plausible anatomy and environmental interaction: the snail's form, the way it sits on moss, and the lighting/shadows are coherent. There are no obvious physical contradictions. However, some micro-behaviors (e.g., exact timing of tentacle extension, subtle muscle engagement) are simplified or understated due to the static framing and macro constraints. Overall, Physical Consistency is acceptable but not perfect (score 3).\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An extreme macro static shot captures a garden snail as it deliberately emerges from its spiral, pearlescent brown and cream shell. Its soft, beige, slightly translucent body slowly unfurls upon a bed of vibrant green, dew-drenched moss. The camera utilizes an extremely shallow depth of field, causing the background to dissolve into a painterly bokeh of soft greens and earthy browns. As the snail's muscular feet grip the velvety surface, its two pairs of delicate tentacles cautiously extend; the longer upper eyestalks, tipped with tiny black eyes, tentatively probe the surrounding air with gentle, swaying motions, while the shorter lower eyestalks sense the path ahead. Soft, diffused morning light filters through the unseen canopy, casting gentle highlights on the snail's shimmering, damp skin and intricate shell ridges, creating an atmosphere of tranquility and intense focus that amplifies the quiet drama of this tiny creature's reawakening.",
+        "seed": 21560,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_11/index_412_seed_21560_dp_23_rank_46_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.984375,
+        "video_score2_ta": 3.78125,
+        "video_score2_mq": 3.9375,
+        "video_score2_overall": 11.6875,
+        "avg": 11.703125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme macro static shot captures a garden snail as it deliberately emerges from its spiral, pearlescent brown and cream shell. Its soft, beige, slightly translucent body slowly unfurls upon a bed of vibrant green, dew-drenched moss. The camera utilizes an extremely shallow depth of field, causing the background to dissolve into a painterly bokeh of soft greens and earthy browns. As the snail's muscular feet grip the velvety surface, its two pairs of delicate tentacles cautiously extend; the longer upper eyestalks, tipped with tiny black eyes, tentatively probe the surrounding air with gentle, swaying motions, while the shorter lower eyestalks sense the path ahead. Soft, diffused morning light filters through the unseen canopy, casting gentle highlights on the snail's shimmering, damp skin and intricate shell ridges, creating an atmosphere of tranquility and intense focus that amplifies the quiet drama of this tiny creature's reawakening.",
+                "token_credit_reward": 11.6875,
+                "selected_reward": 11.6875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro static shot of a garden snail emerging from its spiral shell, with a detailed description of the snail's anatomy, movement, lighting, and atmospheric qualities. The video largely adheres to the intended setup but does not fully realize all dynamic elements described (emergence sequence, tentacle motion, and atmospheric nuances). Overall, the alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nThe frames show high technical quality: sharp detail, good depth of field, natural lighting, and convincing rendering of the snail’s translucency and the moss texture. However, the sequence remains largely static with minimal motion between frames, which reduces the perceived dynamism despite strong still-frame fidelity. This yields a solid Visual Quality rating with some limitation in motion realism.\n\nText-to-Video Alignment Analysis:\nThe video captures several key aspects of the prompt—extreme close-up, static presentation, garden snail, spiral shell, brown/cream coloration, beige translucent body, green moss, and shallow depth of field with a blurred background. Yet crucial dynamic actions are missing or underrepresented: there is no evident emergence from the shell, no visible tentacle movement, and no atmospheric progression. The alignment is therefore moderate, reflecting partial fulfillment of the prompt.\n\nPhysical Consistency / Common-sense:\nAnatomical details and environmental interactions appear plausible and coherent, with realistic lighting and material properties. The absence of motion does not introduce obvious physical inconsistencies, though it reduces the sense of living dynamics. Overall, physical consistency is acceptable but not exceptional.\n\nGround-truth scores:\nDim-1 Visual Quality: 4\nDim-2 Text-to-Video Alignment: 3\nDim-3 Physical Consistency: 3\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.984375,
+                    "TA": 3.78125,
+                    "MQ": 3.9375,
+                    "Overall": 11.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro static shot of a garden snail emerging from its spiral shell, with a detailed description of the snail's anatomy, movement, lighting, and atmospheric qualities. The video largely adheres to the intended setup but does not fully realize all dynamic elements described (emergence sequence, tentacle motion, and atmospheric nuances). Overall, the alignment is moderate rather than perfect.\n\nVisual Quality Analysis:\nThe frames show high technical quality: sharp detail, good depth of field, natural lighting, and convincing rendering of the snail’s translucency and the moss texture. However, the sequence remains largely static with minimal motion between frames, which reduces the perceived dynamism despite strong still-frame fidelity. This yields a solid Visual Quality rating with some limitation in motion realism.\n\nText-to-Video Alignment Analysis:\nThe video captures several key aspects of the prompt—extreme close-up, static presentation, garden snail, spiral shell, brown/cream coloration, beige translucent body, green moss, and shallow depth of field with a blurred background. Yet crucial dynamic actions are missing or underrepresented: there is no evident emergence from the shell, no visible tentacle movement, and no atmospheric progression. The alignment is therefore moderate, reflecting partial fulfillment of the prompt.\n\nPhysical Consistency / Common-sense:\nAnatomical details and environmental interactions appear plausible and coherent, with realistic lighting and material properties. The absence of motion does not introduce obvious physical inconsistencies, though it reduces the sense of living dynamics. Overall, physical consistency is acceptable but not exceptional.\n\nGround-truth scores:\nDim-1 Visual Quality: 4\nDim-2 Text-to-Video Alignment: 3\nDim-3 Physical Consistency: 3\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An extreme macro static shot captures a garden snail as it deliberately emerges from its spiral, pearlescent brown and cream shell. Its soft, beige, slightly translucent body slowly unfurls upon a bed of vibrant green, dew-drenched moss. The camera utilizes an extremely shallow depth of field, causing the background to dissolve into a painterly bokeh of soft greens and earthy browns. As the snail's muscular feet grip the velvety surface, its two pairs of delicate tentacles cautiously extend; the longer upper eyestalks, tipped with tiny black eyes, tentatively probe the surrounding air with gentle, swaying motions, while the shorter lower eyestalks sense the path ahead. Soft, diffused morning light filters through the unseen canopy, casting gentle highlights on the snail's shimmering, damp skin and intricate shell ridges, creating an atmosphere of tranquility and intense focus that amplifies the quiet drama of this tiny creature's reawakening.",
+        "seed": 21561,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_11/index_412_seed_21561_dp_23_rank_46_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.890625,
+        "video_score2_ta": 3.6875,
+        "video_score2_mq": 4.03125,
+        "video_score2_overall": 11.625,
+        "avg": 11.609375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme macro static shot captures a garden snail as it deliberately emerges from its spiral, pearlescent brown and cream shell. Its soft, beige, slightly translucent body slowly unfurls upon a bed of vibrant green, dew-drenched moss. The camera utilizes an extremely shallow depth of field, causing the background to dissolve into a painterly bokeh of soft greens and earthy browns. As the snail's muscular feet grip the velvety surface, its two pairs of delicate tentacles cautiously extend; the longer upper eyestalks, tipped with tiny black eyes, tentatively probe the surrounding air with gentle, swaying motions, while the shorter lower eyestalks sense the path ahead. Soft, diffused morning light filters through the unseen canopy, casting gentle highlights on the snail's shimmering, damp skin and intricate shell ridges, creating an atmosphere of tranquility and intense focus that amplifies the quiet drama of this tiny creature's reawakening.",
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+                ],
+                "credit_map_shape": [
+                    3,
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+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro static shot of a garden snail emerging from its spiral shell, with a detailed description of the snail's anatomy (shell, body, tentacles), the environment (moss, dew, lighting), and the intended artistic effect (shallow depth of field, painterly bokeh). The video largely adheres to these elements, but some aspects are presented with minor deviations in emphasis or timing, resulting in strong but not perfect alignment.\n\nVisual Quality Analysis:\nThe frames show high resolution and sharp detail on the snail, with convincing depth of field producing a blurred background and a pronounced bokeh. Lighting is soft and diffused, consistent with a morning-filtered look, and color grading yields natural greens and earth tones. There are no obvious artifacts or distortions, and motion remains stable across the sequence. Overall, visual quality is strong and professional, though not flawless, which aligns with a score around 4.\n\nText-to-Video Alignment Analysis:\nThe video captures the core elements described in the prompt—extreme macro perspective, a garden snail, emergence from the shell, a bed of moss, dew, and soft morning lighting with shallow depth of field. However, certain nuanced details (such as precise tentacle dynamics and the exact timing of emergence) are present but not perfectly synchronized with every aspect of the prompt, yielding a solid but not perfect alignment (score ~4).\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible micro-motions and environmental interactions, with the snail’s interaction with moss and moisture appearing believable. While generally coherent, there are minor inconsistencies in micro-physics cues (e.g., subtle fluid dynamics or timing of tentacle extension) that prevent a perfect match to real-world expectations, resulting in a moderate level of common-sense consistency (score ~3).\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.890625,
+                    "TA": 3.6875,
+                    "MQ": 4.03125,
+                    "Overall": 11.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro static shot of a garden snail emerging from its spiral shell, with a detailed description of the snail's anatomy (shell, body, tentacles), the environment (moss, dew, lighting), and the intended artistic effect (shallow depth of field, painterly bokeh). The video largely adheres to these elements, but some aspects are presented with minor deviations in emphasis or timing, resulting in strong but not perfect alignment.\n\nVisual Quality Analysis:\nThe frames show high resolution and sharp detail on the snail, with convincing depth of field producing a blurred background and a pronounced bokeh. Lighting is soft and diffused, consistent with a morning-filtered look, and color grading yields natural greens and earth tones. There are no obvious artifacts or distortions, and motion remains stable across the sequence. Overall, visual quality is strong and professional, though not flawless, which aligns with a score around 4.\n\nText-to-Video Alignment Analysis:\nThe video captures the core elements described in the prompt—extreme macro perspective, a garden snail, emergence from the shell, a bed of moss, dew, and soft morning lighting with shallow depth of field. However, certain nuanced details (such as precise tentacle dynamics and the exact timing of emergence) are present but not perfectly synchronized with every aspect of the prompt, yielding a solid but not perfect alignment (score ~4).\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible micro-motions and environmental interactions, with the snail’s interaction with moss and moisture appearing believable. While generally coherent, there are minor inconsistencies in micro-physics cues (e.g., subtle fluid dynamics or timing of tentacle extension) that prevent a perfect match to real-world expectations, resulting in a moderate level of common-sense consistency (score ~3).\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_12/index_tensor([2963, 2963])_group_12_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_12/index_tensor([2963, 2963])_group_12_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..80bbf65e3927f8a5f39c5c53682622780d3d0d56
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_12/index_tensor([2963, 2963])_group_12_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static medium shot, shot from a slightly upward angle, captures a tranquil moment within the interior of a magnificent church. The vast Gothic stained-glass windows filter the afternoon sunlight into brilliant beams, casting iridescent, ever-shifting hues of red, blue, and green across the ancient stone floor and towering columns. Airborne dust particles shimmer and dance within the beams. At the center of the frame, a woman in a deep royal blue velvet dress stands still, her long, dark hair pulled back in a simple bun. Shot in extreme slow motion, she begins a slow, reverent, deep bow. Her chin gently draws toward her chest, and then her entire upper body bends forward in a steady, deliberate rhythm, her spine forming a graceful arc. As she moves, the colorful specks of light flow and blend across the velvet fabric of her back, as if she were draped in a flowing garment of light. As she bends to the deepest point, the camera magnifies every detail: the subtle folds of her skirt, the soft lines of skin at the back of her neck, and the dust particles swirling in the light disturbed by her movements. The whole scene is shrouded in a solemn, quiet and contemplative atmosphere, creating a picture with great visual impact and emotional depth.",
+        "seed": 482,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_12/index_2963_seed_482_dp_24_rank_48_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.21875,
+        "video_score2_ta": 3.5625,
+        "video_score2_mq": 3.078125,
+        "video_score2_overall": 8.875,
+        "avg": 8.859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static medium shot, shot from a slightly upward angle, captures a tranquil moment within the interior of a magnificent church. The vast Gothic stained-glass windows filter the afternoon sunlight into brilliant beams, casting iridescent, ever-shifting hues of red, blue, and green across the ancient stone floor and towering columns. Airborne dust particles shimmer and dance within the beams. At the center of the frame, a woman in a deep royal blue velvet dress stands still, her long, dark hair pulled back in a simple bun. Shot in extreme slow motion, she begins a slow, reverent, deep bow. Her chin gently draws toward her chest, and then her entire upper body bends forward in a steady, deliberate rhythm, her spine forming a graceful arc. As she moves, the colorful specks of light flow and blend across the velvet fabric of her back, as if she were draped in a flowing garment of light. As she bends to the deepest point, the camera magnifies every detail: the subtle folds of her skirt, the soft lines of skin at the back of her neck, and the dust particles swirling in the light disturbed by her movements. The whole scene is shrouded in a solemn, quiet and contemplative atmosphere, creating a picture with great visual impact and emotional depth.",
+                "token_credit_reward": 8.875,
+                "selected_reward": 8.875,
+                "frame_importance": [
+                    0.19778670370578766,
+                    0.4513574242591858,
+                    0.3508559465408325
+                ],
+                "credit_map": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static medium shot from a slightly upward angle inside a magnificent church, with Gothic stained glass filtering afternoon sunlight through vibrant beams, a woman in a deep royal blue velvet dress with long dark hair in a simple bun, and a slow, reverent bow that intensifies as the sequence progresses. The scene aims for a solemn, contemplative mood with rich visual detail.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but persistent blur and softness reduce sharpness, especially during the bow. Color and lighting capture the warm tones and stained glass hues, yet fine details remain blurred. The sequence remains relatively stable with no major distortions, though the softness limits crispness throughout.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The setting, attire, and the central bow are well represented, and the upward framing is consistent with the description. Some nuanced aspects—such as the exact fabric interaction with light and the precise dynamics of dust particles—are not fully realized due to the blur, but the core elements align closely with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The movement follows plausible biomechanics, and the church environment appears coherent. However, the heavy blur prevents confident assessment of subtle interactions between fabric, light, and dust, so some micro-level cues are underrepresented.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.21875,
+                    "TA": 3.5625,
+                    "MQ": 3.078125,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static medium shot from a slightly upward angle inside a magnificent church, with Gothic stained glass filtering afternoon sunlight through vibrant beams, a woman in a deep royal blue velvet dress with long dark hair in a simple bun, and a slow, reverent bow that intensifies as the sequence progresses. The scene aims for a solemn, contemplative mood with rich visual detail.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but persistent blur and softness reduce sharpness, especially during the bow. Color and lighting capture the warm tones and stained glass hues, yet fine details remain blurred. The sequence remains relatively stable with no major distortions, though the softness limits crispness throughout.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The setting, attire, and the central bow are well represented, and the upward framing is consistent with the description. Some nuanced aspects—such as the exact fabric interaction with light and the precise dynamics of dust particles—are not fully realized due to the blur, but the core elements align closely with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The movement follows plausible biomechanics, and the church environment appears coherent. However, the heavy blur prevents confident assessment of subtle interactions between fabric, light, and dust, so some micro-level cues are underrepresented.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static medium shot, shot from a slightly upward angle, captures a tranquil moment within the interior of a magnificent church. The vast Gothic stained-glass windows filter the afternoon sunlight into brilliant beams, casting iridescent, ever-shifting hues of red, blue, and green across the ancient stone floor and towering columns. Airborne dust particles shimmer and dance within the beams. At the center of the frame, a woman in a deep royal blue velvet dress stands still, her long, dark hair pulled back in a simple bun. Shot in extreme slow motion, she begins a slow, reverent, deep bow. Her chin gently draws toward her chest, and then her entire upper body bends forward in a steady, deliberate rhythm, her spine forming a graceful arc. As she moves, the colorful specks of light flow and blend across the velvet fabric of her back, as if she were draped in a flowing garment of light. As she bends to the deepest point, the camera magnifies every detail: the subtle folds of her skirt, the soft lines of skin at the back of her neck, and the dust particles swirling in the light disturbed by her movements. The whole scene is shrouded in a solemn, quiet and contemplative atmosphere, creating a picture with great visual impact and emotional depth.",
+        "seed": 483,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_12/index_2963_seed_483_dp_24_rank_48_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.84375,
+        "video_score2_ta": 3.625,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 9.625,
+        "avg": 9.59375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static medium shot, shot from a slightly upward angle, captures a tranquil moment within the interior of a magnificent church. The vast Gothic stained-glass windows filter the afternoon sunlight into brilliant beams, casting iridescent, ever-shifting hues of red, blue, and green across the ancient stone floor and towering columns. Airborne dust particles shimmer and dance within the beams. At the center of the frame, a woman in a deep royal blue velvet dress stands still, her long, dark hair pulled back in a simple bun. Shot in extreme slow motion, she begins a slow, reverent, deep bow. Her chin gently draws toward her chest, and then her entire upper body bends forward in a steady, deliberate rhythm, her spine forming a graceful arc. As she moves, the colorful specks of light flow and blend across the velvet fabric of her back, as if she were draped in a flowing garment of light. As she bends to the deepest point, the camera magnifies every detail: the subtle folds of her skirt, the soft lines of skin at the back of her neck, and the dust particles swirling in the light disturbed by her movements. The whole scene is shrouded in a solemn, quiet and contemplative atmosphere, creating a picture with great visual impact and emotional depth.",
+                "token_credit_reward": 9.625,
+                "selected_reward": 9.625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static medium shot from a slightly upward angle inside a magnificent church, with Gothic stained glass filtering afternoon sunlight into beams that cast iridescent hues across an ancient stone floor and towering columns. A woman in a deep royal blue velvet dress stands at the center, her long dark hair in a simple bun, performing a slow reverent bow with a graceful arc of the spine. The sequence emphasizes extreme slow motion, airborne dust particles, and a solemn, contemplative mood with strong visual impact.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable issues that affect clarity. Some frames exhibit mild blur or softness, and occasional compression artifacts reduce sharpness. Color grading is present but not consistently refined, with occasional color shifts. Lighting is dramatic and atmospheric, yet some frames show slight inconsistencies in exposure. The church architecture and lighting effects are recognizable, but overall image fidelity does not reach high-end quality.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: interior church setting, Gothic features, stained glass, filtered light, and the central figure in a blue dress performing a bow. The upward angle and the presence of dust particles align with the description. Minor deviations exist in exact pose timing and some lighting nuances, but these do not significantly detract from the overall correspondence.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The scene generally maintains plausible spatial relationships and lighting interactions, with the figure’s proportions appearing reasonable and the architectural scale coherent. However, there are subtle inconsistencies in motion dynamics and light interaction during the bow, which prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.84375,
+                    "TA": 3.625,
+                    "MQ": 3.125,
+                    "Overall": 9.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static medium shot from a slightly upward angle inside a magnificent church, with Gothic stained glass filtering afternoon sunlight into beams that cast iridescent hues across an ancient stone floor and towering columns. A woman in a deep royal blue velvet dress stands at the center, her long dark hair in a simple bun, performing a slow reverent bow with a graceful arc of the spine. The sequence emphasizes extreme slow motion, airborne dust particles, and a solemn, contemplative mood with strong visual impact.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable issues that affect clarity. Some frames exhibit mild blur or softness, and occasional compression artifacts reduce sharpness. Color grading is present but not consistently refined, with occasional color shifts. Lighting is dramatic and atmospheric, yet some frames show slight inconsistencies in exposure. The church architecture and lighting effects are recognizable, but overall image fidelity does not reach high-end quality.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: interior church setting, Gothic features, stained glass, filtered light, and the central figure in a blue dress performing a bow. The upward angle and the presence of dust particles align with the description. Minor deviations exist in exact pose timing and some lighting nuances, but these do not significantly detract from the overall correspondence.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The scene generally maintains plausible spatial relationships and lighting interactions, with the figure’s proportions appearing reasonable and the architectural scale coherent. However, there are subtle inconsistencies in motion dynamics and light interaction during the bow, which prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static medium shot, shot from a slightly upward angle, captures a tranquil moment within the interior of a magnificent church. The vast Gothic stained-glass windows filter the afternoon sunlight into brilliant beams, casting iridescent, ever-shifting hues of red, blue, and green across the ancient stone floor and towering columns. Airborne dust particles shimmer and dance within the beams. At the center of the frame, a woman in a deep royal blue velvet dress stands still, her long, dark hair pulled back in a simple bun. Shot in extreme slow motion, she begins a slow, reverent, deep bow. Her chin gently draws toward her chest, and then her entire upper body bends forward in a steady, deliberate rhythm, her spine forming a graceful arc. As she moves, the colorful specks of light flow and blend across the velvet fabric of her back, as if she were draped in a flowing garment of light. As she bends to the deepest point, the camera magnifies every detail: the subtle folds of her skirt, the soft lines of skin at the back of her neck, and the dust particles swirling in the light disturbed by her movements. The whole scene is shrouded in a solemn, quiet and contemplative atmosphere, creating a picture with great visual impact and emotional depth.",
+        "seed": 484,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_12/index_2963_seed_484_dp_25_rank_50_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.84375,
+        "video_score2_ta": 3.171875,
+        "video_score2_mq": 3.375,
+        "video_score2_overall": 9.375,
+        "avg": 9.390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static medium shot, shot from a slightly upward angle, captures a tranquil moment within the interior of a magnificent church. The vast Gothic stained-glass windows filter the afternoon sunlight into brilliant beams, casting iridescent, ever-shifting hues of red, blue, and green across the ancient stone floor and towering columns. Airborne dust particles shimmer and dance within the beams. At the center of the frame, a woman in a deep royal blue velvet dress stands still, her long, dark hair pulled back in a simple bun. Shot in extreme slow motion, she begins a slow, reverent, deep bow. Her chin gently draws toward her chest, and then her entire upper body bends forward in a steady, deliberate rhythm, her spine forming a graceful arc. As she moves, the colorful specks of light flow and blend across the velvet fabric of her back, as if she were draped in a flowing garment of light. As she bends to the deepest point, the camera magnifies every detail: the subtle folds of her skirt, the soft lines of skin at the back of her neck, and the dust particles swirling in the light disturbed by her movements. The whole scene is shrouded in a solemn, quiet and contemplative atmosphere, creating a picture with great visual impact and emotional depth.",
+                "token_credit_reward": 9.375,
+                "selected_reward": 9.375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static medium shot from a slightly upward angle inside a magnificent church, with Gothic stained glass filtering afternoon sunlight into beams that cast iridescent hues across an ancient stone floor and towering columns. A woman in a deep royal blue velvet dress stands at the center, her long dark hair in a simple bun, performing a slow reverent bow with a graceful arc of the spine. The scene should be shot in extreme slow motion, emphasizing the movement and the interplay of light and fabric.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but there is noticeable softness and some blur, especially in background details. The lighting creates dramatic contrast between bright beams and darker areas, which aligns with the intended mood, though it contributes to reduced sharpness. Color grading remains consistent across frames, and the composition stays stable without obvious distortions or artifacts. The sequence maintains a cinematic feel, but the overall clarity does not reach high-fidelity levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents the key elements: interior church setting, Gothic features, stained glass, and the central figure in a deep blue dress. The upward angle and the presence of light beams are evident, and the central figure’s posture suggests a reverent bow. The fabric movement and light interaction are perceptible, supporting the described dynamics. Some nuanced aspects—such as the exact timing of the bow and the precise fabric-light dynamics—are present but not perfectly synchronized, leaving minor gaps in perfect alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally respects basic physics: the figure’s pose, the way light interacts with fabric, and the spatial relationships feel plausible. However, there are occasional small inconsistencies in motion timing and fabric response to light that prevent a higher score. Overall, the scene remains believable and coherent, with no major violations of common-sense expectations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.84375,
+                    "TA": 3.171875,
+                    "MQ": 3.375,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static medium shot from a slightly upward angle inside a magnificent church, with Gothic stained glass filtering afternoon sunlight into beams that cast iridescent hues across an ancient stone floor and towering columns. A woman in a deep royal blue velvet dress stands at the center, her long dark hair in a simple bun, performing a slow reverent bow with a graceful arc of the spine. The scene should be shot in extreme slow motion, emphasizing the movement and the interplay of light and fabric.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but there is noticeable softness and some blur, especially in background details. The lighting creates dramatic contrast between bright beams and darker areas, which aligns with the intended mood, though it contributes to reduced sharpness. Color grading remains consistent across frames, and the composition stays stable without obvious distortions or artifacts. The sequence maintains a cinematic feel, but the overall clarity does not reach high-fidelity levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents the key elements: interior church setting, Gothic features, stained glass, and the central figure in a deep blue dress. The upward angle and the presence of light beams are evident, and the central figure’s posture suggests a reverent bow. The fabric movement and light interaction are perceptible, supporting the described dynamics. Some nuanced aspects—such as the exact timing of the bow and the precise fabric-light dynamics—are present but not perfectly synchronized, leaving minor gaps in perfect alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally respects basic physics: the figure’s pose, the way light interacts with fabric, and the spatial relationships feel plausible. However, there are occasional small inconsistencies in motion timing and fabric response to light that prevent a higher score. Overall, the scene remains believable and coherent, with no major violations of common-sense expectations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static medium shot, shot from a slightly upward angle, captures a tranquil moment within the interior of a magnificent church. The vast Gothic stained-glass windows filter the afternoon sunlight into brilliant beams, casting iridescent, ever-shifting hues of red, blue, and green across the ancient stone floor and towering columns. Airborne dust particles shimmer and dance within the beams. At the center of the frame, a woman in a deep royal blue velvet dress stands still, her long, dark hair pulled back in a simple bun. Shot in extreme slow motion, she begins a slow, reverent, deep bow. Her chin gently draws toward her chest, and then her entire upper body bends forward in a steady, deliberate rhythm, her spine forming a graceful arc. As she moves, the colorful specks of light flow and blend across the velvet fabric of her back, as if she were draped in a flowing garment of light. As she bends to the deepest point, the camera magnifies every detail: the subtle folds of her skirt, the soft lines of skin at the back of her neck, and the dust particles swirling in the light disturbed by her movements. The whole scene is shrouded in a solemn, quiet and contemplative atmosphere, creating a picture with great visual impact and emotional depth.",
+        "seed": 485,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_12/index_2963_seed_485_dp_25_rank_50_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.703125,
+        "video_score2_ta": 3.125,
+        "video_score2_mq": 3.3125,
+        "video_score2_overall": 9.125,
+        "avg": 9.140625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static medium shot, shot from a slightly upward angle, captures a tranquil moment within the interior of a magnificent church. The vast Gothic stained-glass windows filter the afternoon sunlight into brilliant beams, casting iridescent, ever-shifting hues of red, blue, and green across the ancient stone floor and towering columns. Airborne dust particles shimmer and dance within the beams. At the center of the frame, a woman in a deep royal blue velvet dress stands still, her long, dark hair pulled back in a simple bun. Shot in extreme slow motion, she begins a slow, reverent, deep bow. Her chin gently draws toward her chest, and then her entire upper body bends forward in a steady, deliberate rhythm, her spine forming a graceful arc. As she moves, the colorful specks of light flow and blend across the velvet fabric of her back, as if she were draped in a flowing garment of light. As she bends to the deepest point, the camera magnifies every detail: the subtle folds of her skirt, the soft lines of skin at the back of her neck, and the dust particles swirling in the light disturbed by her movements. The whole scene is shrouded in a solemn, quiet and contemplative atmosphere, creating a picture with great visual impact and emotional depth.",
+                "token_credit_reward": 9.125,
+                "selected_reward": 9.125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static medium shot from a slightly upward angle inside a magnificent church, with Gothic stained-glass windows filtering afternoon sunlight into beams that cast iridescent hues across an ancient stone floor and towering columns. A woman in a deep royal blue velvet dress stands at the center, her long dark hair in a simple bun, performing a slow reverent bow with a graceful arc of the spine. The scene should be shot in extreme slow motion, emphasizing the movement and the interplay of light and fabric.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but there is noticeable softness and some blur, especially around edges and fine details. Lighting remains dramatic and atmospheric, with sunbeams and color shifts that contribute to mood, though occasional color fringing or bloom can reduce sharpness. The sequence appears stable with no major distortions, and transitions between frames are smooth. In sum, the visuals convey the intended aesthetic but lack crispness and fine-grained detail.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents the key elements: interior church setting, Gothic features, warm golden lighting, the central figure in a deep blue dress, and the slow bowing motion. The framing and pacing align with the described scene, and the ethereal light effects support the contemplative mood. Minor deviations exist in exact pose timing and some background details, but these do not significantly detract from the overall correspondence.\n\nPhysical Consistency (Common-sense):\nPhysical consistency is moderate (score 3). The movement reads as generally plausible, with a smooth descent and controlled posture. However, there are small inconsistencies in weight transfer and fabric behavior during the bow, and occasional lighting interactions with the dress and hair could be more physically coherent. Overall, the sequence remains believable, but not perfectly consistent with real-world physics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.703125,
+                    "TA": 3.125,
+                    "MQ": 3.3125,
+                    "Overall": 9.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static medium shot from a slightly upward angle inside a magnificent church, with Gothic stained-glass windows filtering afternoon sunlight into beams that cast iridescent hues across an ancient stone floor and towering columns. A woman in a deep royal blue velvet dress stands at the center, her long dark hair in a simple bun, performing a slow reverent bow with a graceful arc of the spine. The scene should be shot in extreme slow motion, emphasizing the movement and the interplay of light and fabric.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but there is noticeable softness and some blur, especially around edges and fine details. Lighting remains dramatic and atmospheric, with sunbeams and color shifts that contribute to mood, though occasional color fringing or bloom can reduce sharpness. The sequence appears stable with no major distortions, and transitions between frames are smooth. In sum, the visuals convey the intended aesthetic but lack crispness and fine-grained detail.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents the key elements: interior church setting, Gothic features, warm golden lighting, the central figure in a deep blue dress, and the slow bowing motion. The framing and pacing align with the described scene, and the ethereal light effects support the contemplative mood. Minor deviations exist in exact pose timing and some background details, but these do not significantly detract from the overall correspondence.\n\nPhysical Consistency (Common-sense):\nPhysical consistency is moderate (score 3). The movement reads as generally plausible, with a smooth descent and controlled posture. However, there are small inconsistencies in weight transfer and fabric behavior during the bow, and occasional lighting interactions with the dress and hair could be more physically coherent. Overall, the sequence remains believable, but not perfectly consistent with real-world physics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_15/index_tensor([1500, 1500])_group_15_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_15/index_tensor([1500, 1500])_group_15_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..58c8c7e2341e64137f2bc7fcc1a556116eaaee96
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_15/index_tensor([1500, 1500])_group_15_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "close-up shot, shot from an upward angle and captured in cinematic slow motion, focuses on a majestic eagle perched atop a cliff. Rendered in high-contrast black and white, a strong, sharp sidelight shone from the frame, sculpting the eagle's silhouette. Its hard, curved beak gleamed with a cool sheen, and its razor-sharp eyes gazed into the distance, full of vigilance and majesty. In an instant, its massive wings, swiftly and powerfully spread to their sides, their vast span dominating the entire frame, blurring the jagged rocks and bottomless canyon in the background. This exquisite play of light and shadow renders each individual feather distinct. Illuminated by light, the edges of the feathers appear sharp, silvery in outline, while in shadow, the layers of feathers sink into a deep, inky black, creating a powerful visual impact. The steady yet explosive movement creates an atmosphere of solemnity and primal power.",
+        "seed": 18646,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_15/index_1500_seed_18646_dp_30_rank_60_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.125,
+        "video_score2_ta": 2.375,
+        "video_score2_mq": 3.09375,
+        "video_score2_overall": 8.625,
+        "avg": 8.59375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up shot, shot from an upward angle and captured in cinematic slow motion, focuses on a majestic eagle perched atop a cliff. Rendered in high-contrast black and white, a strong, sharp sidelight shone from the frame, sculpting the eagle's silhouette. Its hard, curved beak gleamed with a cool sheen, and its razor-sharp eyes gazed into the distance, full of vigilance and majesty. In an instant, its massive wings, swiftly and powerfully spread to their sides, their vast span dominating the entire frame, blurring the jagged rocks and bottomless canyon in the background. This exquisite play of light and shadow renders each individual feather distinct. Illuminated by light, the edges of the feathers appear sharp, silvery in outline, while in shadow, the layers of feathers sink into a deep, inky black, creating a powerful visual impact. The steady yet explosive movement creates an atmosphere of solemnity and primal power.",
+                "token_credit_reward": 8.625,
+                "selected_reward": 8.625,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from an upward angle, rendered in high-contrast black and white with dramatic lighting, focusing on a majestic eagle perched atop a cliff. It envisions the eagle with a powerful wing spread, set against jagged rocks and a bottomless canyon, with sharp feather detail and a strong interplay of light and shadow that conveys both majesty and primal power.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: occasional motion blur during wing movement, minor compression artifacts, and some softness in fine feather details. The sequence remains coherent and stable, though it does not reach high-fidelity sharpness or pristine rendering.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a close-up framing, upward angle, and a dramatic lighting mood, and it includes a large bird of prey with extended wings. However, essential aspects of the prompt are not fully realized: the scene lacks a clearly visible cliff perch, the rendering is not strictly high-contrast black and white, and the background does not clearly depict jagged rocks or a bottomless canyon. The overall alignment is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The eagle’s anatomy and wing mechanics appear plausible, and the motion is generally believable. Some minor inconsistencies exist, such as slight deviations in feather articulation under dramatic lighting and occasional timing mismatches between pose and motion. These do not break realism but prevent a higher level of believability.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.125,
+                    "TA": 2.375,
+                    "MQ": 3.09375,
+                    "Overall": 8.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from an upward angle, rendered in high-contrast black and white with dramatic lighting, focusing on a majestic eagle perched atop a cliff. It envisions the eagle with a powerful wing spread, set against jagged rocks and a bottomless canyon, with sharp feather detail and a strong interplay of light and shadow that conveys both majesty and primal power.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: occasional motion blur during wing movement, minor compression artifacts, and some softness in fine feather details. The sequence remains coherent and stable, though it does not reach high-fidelity sharpness or pristine rendering.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a close-up framing, upward angle, and a dramatic lighting mood, and it includes a large bird of prey with extended wings. However, essential aspects of the prompt are not fully realized: the scene lacks a clearly visible cliff perch, the rendering is not strictly high-contrast black and white, and the background does not clearly depict jagged rocks or a bottomless canyon. The overall alignment is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The eagle’s anatomy and wing mechanics appear plausible, and the motion is generally believable. Some minor inconsistencies exist, such as slight deviations in feather articulation under dramatic lighting and occasional timing mismatches between pose and motion. These do not break realism but prevent a higher level of believability.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from an upward angle, rendered in high-contrast black and white with dramatic lighting, focusing on a majestic eagle perched atop a cliff. It envisions the eagle with a powerful wing spread, a rugged cliff backdrop, and a sense of dynamic, almost explosive movement that conveys primal power.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent detail and clear feather definition, but there are noticeable limitations: occasional softness or minor compression artifacts reduce crispness, and some frames exhibit slight color or exposure inconsistencies that detract from the intended monochrome aesthetic. The sequence remains coherent and stable, with no major distortions, but it does not reach high-end cinematic polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a close-up framing, upward angle, and a dramatic black-and-white presentation with defined feather edges. However, crucial aspects of the prompt — specifically the eagle perched atop a cliff and the moment of massive wings spread with a dynamic, almost explosive motion — are not fully realized. The background reads more as open terrain rather than a defined cliff, and the motion does not convincingly convey the intended dramatic spread and energy. Overall, the alignment is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The eagle’s anatomy and wing posture appear plausible, and the lighting/shadow interplay supports a believable silhouette. Yet the environmental context and the implied action do not fully align with real-world physics: the cliff-top setting is ambiguous, and the rapid, sweeping wing movement described in the prompt is not convincingly demonstrated. The result is a technically competent rendering with some narrative and contextual gaps.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.15625,
+                    "TA": 2.78125,
+                    "MQ": 3.140625,
+                    "Overall": 9.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from an upward angle, rendered in high-contrast black and white with dramatic lighting, focusing on a majestic eagle perched atop a cliff. It envisions the eagle with a powerful wing spread, a rugged cliff backdrop, and a sense of dynamic, almost explosive movement that conveys primal power.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent detail and clear feather definition, but there are noticeable limitations: occasional softness or minor compression artifacts reduce crispness, and some frames exhibit slight color or exposure inconsistencies that detract from the intended monochrome aesthetic. The sequence remains coherent and stable, with no major distortions, but it does not reach high-end cinematic polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a close-up framing, upward angle, and a dramatic black-and-white presentation with defined feather edges. However, crucial aspects of the prompt — specifically the eagle perched atop a cliff and the moment of massive wings spread with a dynamic, almost explosive motion — are not fully realized. The background reads more as open terrain rather than a defined cliff, and the motion does not convincingly convey the intended dramatic spread and energy. Overall, the alignment is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The eagle’s anatomy and wing posture appear plausible, and the lighting/shadow interplay supports a believable silhouette. Yet the environmental context and the implied action do not fully align with real-world physics: the cliff-top setting is ambiguous, and the rapid, sweeping wing movement described in the prompt is not convincingly demonstrated. The result is a technically competent rendering with some narrative and contextual gaps.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "close-up shot, shot from an upward angle and captured in cinematic slow motion, focuses on a majestic eagle perched atop a cliff. Rendered in high-contrast black and white, a strong, sharp sidelight shone from the frame, sculpting the eagle's silhouette. Its hard, curved beak gleamed with a cool sheen, and its razor-sharp eyes gazed into the distance, full of vigilance and majesty. In an instant, its massive wings, swiftly and powerfully spread to their sides, their vast span dominating the entire frame, blurring the jagged rocks and bottomless canyon in the background. This exquisite play of light and shadow renders each individual feather distinct. Illuminated by light, the edges of the feathers appear sharp, silvery in outline, while in shadow, the layers of feathers sink into a deep, inky black, creating a powerful visual impact. The steady yet explosive movement creates an atmosphere of solemnity and primal power.",
+        "seed": 18648,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_15/index_1500_seed_18648_dp_31_rank_62_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.0625,
+        "video_score2_ta": 2.8125,
+        "video_score2_mq": 3.109375,
+        "video_score2_overall": 9.0,
+        "avg": 8.984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up shot, shot from an upward angle and captured in cinematic slow motion, focuses on a majestic eagle perched atop a cliff. Rendered in high-contrast black and white, a strong, sharp sidelight shone from the frame, sculpting the eagle's silhouette. Its hard, curved beak gleamed with a cool sheen, and its razor-sharp eyes gazed into the distance, full of vigilance and majesty. In an instant, its massive wings, swiftly and powerfully spread to their sides, their vast span dominating the entire frame, blurring the jagged rocks and bottomless canyon in the background. This exquisite play of light and shadow renders each individual feather distinct. Illuminated by light, the edges of the feathers appear sharp, silvery in outline, while in shadow, the layers of feathers sink into a deep, inky black, creating a powerful visual impact. The steady yet explosive movement creates an atmosphere of solemnity and primal power.",
+                "token_credit_reward": 9.0,
+                "selected_reward": 9.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from an upward angle, rendered in high-contrast black and white with dramatic lighting, focusing on a majestic eagle perched atop a cliff. It envisions the eagle with a powerful wing spread, a sense of imminent flight, and a background that emphasizes depth and drama. The description aims for a strong visual contrast and a dynamic, almost explosive moment of motion.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent detail and a moody lighting setup, but there are noticeable limitations: occasional softness or minor compression artifacts reduce crispness, and some frames exhibit slight color or tonal inconsistencies that detract from the intended high-contrast look. The sequence remains coherent and the subject is clearly visible, but it does not reach the level of polish implied by a top score.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up of an eagle with an upward angle and a dramatic lighting mood, which aligns with several prompt elements. However, key aspects such as the explicit cliff-top setting, the moment of wing spread, and the described dynamic motion are not fully realized in the footage. The result captures some prompt cues but does not fully embody the envisioned dramatic action.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The eagle’s anatomy and plumage appear plausible, and the scene maintains believable lighting and spatial relationships. There are no glaring anatomical errors, though minor pose or perspective inconsistencies prevent a higher rating. Overall, the depiction remains credible and coherent.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0625,
+                    "TA": 2.8125,
+                    "MQ": 3.109375,
+                    "Overall": 9.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from an upward angle, rendered in high-contrast black and white with dramatic lighting, focusing on a majestic eagle perched atop a cliff. It envisions the eagle with a powerful wing spread, a sense of imminent flight, and a background that emphasizes depth and drama. The description aims for a strong visual contrast and a dynamic, almost explosive moment of motion.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent detail and a moody lighting setup, but there are noticeable limitations: occasional softness or minor compression artifacts reduce crispness, and some frames exhibit slight color or tonal inconsistencies that detract from the intended high-contrast look. The sequence remains coherent and the subject is clearly visible, but it does not reach the level of polish implied by a top score.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up of an eagle with an upward angle and a dramatic lighting mood, which aligns with several prompt elements. However, key aspects such as the explicit cliff-top setting, the moment of wing spread, and the described dynamic motion are not fully realized in the footage. The result captures some prompt cues but does not fully embody the envisioned dramatic action.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The eagle’s anatomy and plumage appear plausible, and the scene maintains believable lighting and spatial relationships. There are no glaring anatomical errors, though minor pose or perspective inconsistencies prevent a higher rating. Overall, the depiction remains credible and coherent.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "close-up shot, shot from an upward angle and captured in cinematic slow motion, focuses on a majestic eagle perched atop a cliff. Rendered in high-contrast black and white, a strong, sharp sidelight shone from the frame, sculpting the eagle's silhouette. Its hard, curved beak gleamed with a cool sheen, and its razor-sharp eyes gazed into the distance, full of vigilance and majesty. In an instant, its massive wings, swiftly and powerfully spread to their sides, their vast span dominating the entire frame, blurring the jagged rocks and bottomless canyon in the background. This exquisite play of light and shadow renders each individual feather distinct. Illuminated by light, the edges of the feathers appear sharp, silvery in outline, while in shadow, the layers of feathers sink into a deep, inky black, creating a powerful visual impact. The steady yet explosive movement creates an atmosphere of solemnity and primal power.",
+        "seed": 18649,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_15/index_1500_seed_18649_dp_31_rank_62_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.859375,
+        "video_score2_ta": 2.734375,
+        "video_score2_mq": 3.109375,
+        "video_score2_overall": 8.6875,
+        "avg": 8.703125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up shot, shot from an upward angle and captured in cinematic slow motion, focuses on a majestic eagle perched atop a cliff. Rendered in high-contrast black and white, a strong, sharp sidelight shone from the frame, sculpting the eagle's silhouette. Its hard, curved beak gleamed with a cool sheen, and its razor-sharp eyes gazed into the distance, full of vigilance and majesty. In an instant, its massive wings, swiftly and powerfully spread to their sides, their vast span dominating the entire frame, blurring the jagged rocks and bottomless canyon in the background. This exquisite play of light and shadow renders each individual feather distinct. Illuminated by light, the edges of the feathers appear sharp, silvery in outline, while in shadow, the layers of feathers sink into a deep, inky black, creating a powerful visual impact. The steady yet explosive movement creates an atmosphere of solemnity and primal power.",
+                "token_credit_reward": 8.6875,
+                "selected_reward": 8.6875,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    0,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from an upward angle, rendered in high-contrast black and white with dramatic lighting, focusing on a majestic eagle perched atop a cliff. It envisions the eagle with a powerful, sweeping wing motion that dominates the frame, sharp eyes, and a sense of vigilance and majesty. The lighting is intended to emphasize form and motion, with feather details and a dynamic interplay of light and shadow.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent detail and a readable subject, but there are noticeable limitations: occasional softness, minor compression artifacts, and some color/contrast inconsistencies that prevent a consistently crisp presentation. The sequence remains coherent and the subject is identifiable across frames, though it does not reach high-fidelity realism throughout.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a close-up framing, upward angle, and a dramatic lighting mood, which align with the prompt. However, certain aspects are underrepresented or only partially realized: the black-and-white high-contrast aesthetic is not consistently maintained, and the dramatic wing spread and expansive frame coverage described in the prompt are not fully realized. The overall alignment is acceptable but not exact.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The eagle’s anatomy and wing positioning are generally plausible, and the scene maintains believable scale and lighting interactions. There are no glaring anatomical errors, but subtle inconsistencies in motion dynamics and shading prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.859375,
+                    "TA": 2.734375,
+                    "MQ": 3.109375,
+                    "Overall": 8.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from an upward angle, rendered in high-contrast black and white with dramatic lighting, focusing on a majestic eagle perched atop a cliff. It envisions the eagle with a powerful, sweeping wing motion that dominates the frame, sharp eyes, and a sense of vigilance and majesty. The lighting is intended to emphasize form and motion, with feather details and a dynamic interplay of light and shadow.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent detail and a readable subject, but there are noticeable limitations: occasional softness, minor compression artifacts, and some color/contrast inconsistencies that prevent a consistently crisp presentation. The sequence remains coherent and the subject is identifiable across frames, though it does not reach high-fidelity realism throughout.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a close-up framing, upward angle, and a dramatic lighting mood, which align with the prompt. However, certain aspects are underrepresented or only partially realized: the black-and-white high-contrast aesthetic is not consistently maintained, and the dramatic wing spread and expansive frame coverage described in the prompt are not fully realized. The overall alignment is acceptable but not exact.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The eagle’s anatomy and wing positioning are generally plausible, and the scene maintains believable scale and lighting interactions. There are no glaring anatomical errors, but subtle inconsistencies in motion dynamics and shading prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_2/index_tensor([7842, 7842])_group_2_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_2/index_tensor([7842, 7842])_group_2_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0454f643f53e0c452124c3a1e0370feab5ab254
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_2/index_tensor([7842, 7842])_group_2_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, extreme close-up shot from a slightly elevated angle focuses on a nearly perfect block of ice resting on the textured surface of a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, making the cube's edges shimmer and casting long, soft shadows. Initially, the cube's transparent core suddenly succumbs to thermal stress as a thin crack develops deep within its center. Then, the initial crack quickly and explosively spiders outward, branching into a complex network of crystalline fractures that winds its way through the entire ice in a swift, silent motion. As the cracks spread, they catch and shimmer the sidelight, flickering brightly for a moment before the entire structure settles, transforming from a solid building block into a fragile, shattered gem, creating an atmosphere of tense yet captivating quiet, inevitably decaying.",
+        "seed": 561,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_2/index_7842_seed_561_dp_4_rank_8_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.0625,
+        "video_score2_ta": 2.265625,
+        "video_score2_mq": 2.5625,
+        "video_score2_overall": 7.875,
+        "avg": 7.890625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up shot from a slightly elevated angle focuses on a nearly perfect block of ice resting on the textured surface of a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, making the cube's edges shimmer and casting long, soft shadows. Initially, the cube's transparent core suddenly succumbs to thermal stress as a thin crack develops deep within its center. Then, the initial crack quickly and explosively spiders outward, branching into a complex network of crystalline fractures that winds its way through the entire ice in a swift, silent motion. As the cracks spread, they catch and shimmer the sidelight, flickering brightly for a moment before the entire structure settles, transforming from a solid building block into a fragile, shattered gem, creating an atmosphere of tense yet captivating quiet, inevitably decaying.",
+                "token_credit_reward": 7.875,
+                "selected_reward": 7.875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up focusing on a nearly perfect block of ice resting on a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, highlighting the cube's edges and casting long, soft shadows. The sequence should show the cube's transparent core suddenly succumbing to thermal stress with a thin crack developing at the center, followed by rapid, explosive cracking that branches into a complex network of crystalline fractures winding through the entire ice in a swift, silent motion. As the cracks spread, they catch the side light, flickering before the structure settles into a fragile, shattered gem, conveying a tense yet captivating quiet decay.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent clarity and consistent lighting, but there are noticeable issues that prevent a higher rating. Some frames exhibit mild blur or softness during the crack propagation, and a few transitions feel slightly abrupt rather than smoothly continuous. The ice texture and refraction are present but not consistently convincing across all frames, and the depth cues could be more pronounced. In sum, the visuals are acceptable but not outstanding.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While the video captures several elements such as a near-perfect ice cube, a dark textured surface, and dramatic lighting, the crucial dynamic events described in the prompt are not convincingly realized. The crack initiation and subsequent rapid expansion into a complex network are not clearly depicted, and the transformation from a solid block to a shattered gem is not convincingly portrayed. The overall narrative progression lacks the dramatic, self-initiated transformation implied by the prompt, resulting in only partial alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The ice exhibits plausible transparency and light interaction in many frames, and the general behavior of cracks under tension appears believable. However, some aspects of the crack propagation and the transition to fragmentation do not fully align with established physical models, and a few frames show minor inconsistencies in how the cracks evolve. Overall, the scene remains reasonably coherent, though not perfectly physically accurate.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0625,
+                    "TA": 2.265625,
+                    "MQ": 2.5625,
+                    "Overall": 7.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up focusing on a nearly perfect block of ice resting on a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, highlighting the cube's edges and casting long, soft shadows. The sequence should show the cube's transparent core suddenly succumbing to thermal stress with a thin crack developing at the center, followed by rapid, explosive cracking that branches into a complex network of crystalline fractures winding through the entire ice in a swift, silent motion. As the cracks spread, they catch the side light, flickering before the structure settles into a fragile, shattered gem, conveying a tense yet captivating quiet decay.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent clarity and consistent lighting, but there are noticeable issues that prevent a higher rating. Some frames exhibit mild blur or softness during the crack propagation, and a few transitions feel slightly abrupt rather than smoothly continuous. The ice texture and refraction are present but not consistently convincing across all frames, and the depth cues could be more pronounced. In sum, the visuals are acceptable but not outstanding.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While the video captures several elements such as a near-perfect ice cube, a dark textured surface, and dramatic lighting, the crucial dynamic events described in the prompt are not convincingly realized. The crack initiation and subsequent rapid expansion into a complex network are not clearly depicted, and the transformation from a solid block to a shattered gem is not convincingly portrayed. The overall narrative progression lacks the dramatic, self-initiated transformation implied by the prompt, resulting in only partial alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The ice exhibits plausible transparency and light interaction in many frames, and the general behavior of cracks under tension appears believable. However, some aspects of the crack propagation and the transition to fragmentation do not fully align with established physical models, and a few frames show minor inconsistencies in how the cracks evolve. Overall, the scene remains reasonably coherent, though not perfectly physically accurate.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, extreme close-up shot from a slightly elevated angle focuses on a nearly perfect block of ice resting on the textured surface of a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, making the cube's edges shimmer and casting long, soft shadows. Initially, the cube's transparent core suddenly succumbs to thermal stress as a thin crack develops deep within its center. Then, the initial crack quickly and explosively spiders outward, branching into a complex network of crystalline fractures that winds its way through the entire ice in a swift, silent motion. As the cracks spread, they catch and shimmer the sidelight, flickering brightly for a moment before the entire structure settles, transforming from a solid building block into a fragile, shattered gem, creating an atmosphere of tense yet captivating quiet, inevitably decaying.",
+        "seed": 562,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_2/index_7842_seed_562_dp_4_rank_8_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.25,
+        "video_score2_ta": 2.4375,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 8.6875,
+        "avg": 8.6875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up shot from a slightly elevated angle focuses on a nearly perfect block of ice resting on the textured surface of a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, making the cube's edges shimmer and casting long, soft shadows. Initially, the cube's transparent core suddenly succumbs to thermal stress as a thin crack develops deep within its center. Then, the initial crack quickly and explosively spiders outward, branching into a complex network of crystalline fractures that winds its way through the entire ice in a swift, silent motion. As the cracks spread, they catch and shimmer the sidelight, flickering brightly for a moment before the entire structure settles, transforming from a solid building block into a fragile, shattered gem, creating an atmosphere of tense yet captivating quiet, inevitably decaying.",
+                "token_credit_reward": 8.6875,
+                "selected_reward": 8.6875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"static, extreme close-up shot from a slightly elevated angle focuses on a nearly perfect block of ice resting on the textured surface of a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, making the cube's edges shimmer and casting long, soft shadows. Initially, the cube's transparent core suddenly succumbs to thermal stress as a thin crack develops deep within its center. Then, the initial crack quickly and explosively spiders outward, branching into a complex network of crystalline fractures that winds its way through the entire ice in a swift, silent motion. As the cracks spread, they catch and shimmer the sidelight, flickering brightly for a moment before the entire structure settles, transforming from a solid building block into a fragile, shattered gem, creating an atmosphere of tense yet captivating quiet, inevitably decaying\"\n\nNow let me examine each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is moderate (score 3). The frames show decent clarity with some softness and occasional minor artifacts, but the ice remains recognizable and the sequence is coherent. Lighting and color grading are consistent across frames, and there are no severe distortions or abrupt frame-to-frame jumps. The imagery supports the intended mood, though it does not reach high-fidelity sharpness throughout.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong (score 4). The video presents a static, extreme close-up of a near-perfect ice cube on a dark, textured surface with a cool-toned lighting setup that highlights the edges. The core narrative elements—initial crack, rapid expansion, and the transformation into a shattered gem—are clearly depicted, and the progression aligns well with the described sequence. Minor deviations may exist in timing or fine-grained details, but the overall correspondence remains faithful to the prompt.\n\nPhysical/Common-sense Consistency:\nOverall, physical consistency is moderate (score 3). The ice-cracking sequence follows plausible dynamics, with cracks propagating and branching in a manner consistent with expectations for a rigid material under thermal stress. There are no glaring physics violations, though some micro-timing and micro-texture details could be refined for higher realism.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.25,
+                    "TA": 2.4375,
+                    "MQ": 3.0,
+                    "Overall": 8.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"static, extreme close-up shot from a slightly elevated angle focuses on a nearly perfect block of ice resting on the textured surface of a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, making the cube's edges shimmer and casting long, soft shadows. Initially, the cube's transparent core suddenly succumbs to thermal stress as a thin crack develops deep within its center. Then, the initial crack quickly and explosively spiders outward, branching into a complex network of crystalline fractures that winds its way through the entire ice in a swift, silent motion. As the cracks spread, they catch and shimmer the sidelight, flickering brightly for a moment before the entire structure settles, transforming from a solid building block into a fragile, shattered gem, creating an atmosphere of tense yet captivating quiet, inevitably decaying\"\n\nNow let me examine each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is moderate (score 3). The frames show decent clarity with some softness and occasional minor artifacts, but the ice remains recognizable and the sequence is coherent. Lighting and color grading are consistent across frames, and there are no severe distortions or abrupt frame-to-frame jumps. The imagery supports the intended mood, though it does not reach high-fidelity sharpness throughout.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong (score 4). The video presents a static, extreme close-up of a near-perfect ice cube on a dark, textured surface with a cool-toned lighting setup that highlights the edges. The core narrative elements—initial crack, rapid expansion, and the transformation into a shattered gem—are clearly depicted, and the progression aligns well with the described sequence. Minor deviations may exist in timing or fine-grained details, but the overall correspondence remains faithful to the prompt.\n\nPhysical/Common-sense Consistency:\nOverall, physical consistency is moderate (score 3). The ice-cracking sequence follows plausible dynamics, with cracks propagating and branching in a manner consistent with expectations for a rigid material under thermal stress. There are no glaring physics violations, though some micro-timing and micro-texture details could be refined for higher realism.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
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+        "seed": 563,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_2/index_7842_seed_563_dp_5_rank_10_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.171875,
+        "video_score2_ta": 2.734375,
+        "video_score2_mq": 3.03125,
+        "video_score2_overall": 8.9375,
+        "avg": 8.9375,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up shot from a slightly elevated angle focuses on a nearly perfect block of ice resting on the textured surface of a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, making the cube's edges shimmer and casting long, soft shadows. Initially, the cube's transparent core suddenly succumbs to thermal stress as a thin crack develops deep within its center. Then, the initial crack quickly and explosively spiders outward, branching into a complex network of crystalline fractures that winds its way through the entire ice in a swift, silent motion. As the cracks spread, they catch and shimmer the sidelight, flickering brightly for a moment before the entire structure settles, transforming from a solid building block into a fragile, shattered gem, creating an atmosphere of tense yet captivating quiet, inevitably decaying.",
+                "token_credit_reward": 8.9375,
+                "selected_reward": 8.9375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up focusing on a nearly perfect block of ice resting on a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, highlighting the cube's edges and casting long, soft shadows. The sequence should show the ice initially intact, then a sudden thermal stress producing a thin crack at the center, followed by rapid, explosive cracking that branches into a complex network winding through the entire ice, catching the side light and flickering before settling into a fragile, shattered gem, conveying a tense yet captivating decay.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent clarity with some softness and occasional blur during the dynamic crack propagation. The lighting remains consistent with a cool, dramatic tone, and the ice transparency is believable, though not exceptionally sharp. The sequence progresses smoothly and the composition stays coherent across frames, but there are minor artifacts and slight inconsistencies in sharpness that prevent a higher rating.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: a near-perfect ice cube on a dark, textured surface with a side-lit setup and a dramatic crack progression. The core narrative—initial intact state, progressive cracking, and the development of a complex network under illumination—is well represented. Some nuanced details, such as the exact timing of the initial crack versus the onset of the sequence, are not perfectly synchronized, but the overall correspondence remains high.\n\nPhysical/Common-sense Consistency:\nPhysical realism is moderate (score 3). The ice exhibits plausible transparency and light interaction, and the crack propagation follows a generally believable pattern. However, certain aspects of the crack behavior and the transition to a shattered state are simplified or stylized, reducing strict adherence to real-world physics. Overall, the dynamics feel credible but not perfectly physically accurate.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.171875,
+                    "TA": 2.734375,
+                    "MQ": 3.03125,
+                    "Overall": 8.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up focusing on a nearly perfect block of ice resting on a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, highlighting the cube's edges and casting long, soft shadows. The sequence should show the ice initially intact, then a sudden thermal stress producing a thin crack at the center, followed by rapid, explosive cracking that branches into a complex network winding through the entire ice, catching the side light and flickering before settling into a fragile, shattered gem, conveying a tense yet captivating decay.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent clarity with some softness and occasional blur during the dynamic crack propagation. The lighting remains consistent with a cool, dramatic tone, and the ice transparency is believable, though not exceptionally sharp. The sequence progresses smoothly and the composition stays coherent across frames, but there are minor artifacts and slight inconsistencies in sharpness that prevent a higher rating.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: a near-perfect ice cube on a dark, textured surface with a side-lit setup and a dramatic crack progression. The core narrative—initial intact state, progressive cracking, and the development of a complex network under illumination—is well represented. Some nuanced details, such as the exact timing of the initial crack versus the onset of the sequence, are not perfectly synchronized, but the overall correspondence remains high.\n\nPhysical/Common-sense Consistency:\nPhysical realism is moderate (score 3). The ice exhibits plausible transparency and light interaction, and the crack propagation follows a generally believable pattern. However, certain aspects of the crack behavior and the transition to a shattered state are simplified or stylized, reducing strict adherence to real-world physics. Overall, the dynamics feel credible but not perfectly physically accurate.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, extreme close-up shot from a slightly elevated angle focuses on a nearly perfect block of ice resting on the textured surface of a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, making the cube's edges shimmer and casting long, soft shadows. Initially, the cube's transparent core suddenly succumbs to thermal stress as a thin crack develops deep within its center. Then, the initial crack quickly and explosively spiders outward, branching into a complex network of crystalline fractures that winds its way through the entire ice in a swift, silent motion. As the cracks spread, they catch and shimmer the sidelight, flickering brightly for a moment before the entire structure settles, transforming from a solid building block into a fragile, shattered gem, creating an atmosphere of tense yet captivating quiet, inevitably decaying.",
+        "seed": 564,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_2/index_7842_seed_564_dp_5_rank_10_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.140625,
+        "video_score2_ta": 2.484375,
+        "video_score2_mq": 2.859375,
+        "video_score2_overall": 8.5,
+        "avg": 8.484375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up shot from a slightly elevated angle focuses on a nearly perfect block of ice resting on the textured surface of a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, making the cube's edges shimmer and casting long, soft shadows. Initially, the cube's transparent core suddenly succumbs to thermal stress as a thin crack develops deep within its center. Then, the initial crack quickly and explosively spiders outward, branching into a complex network of crystalline fractures that winds its way through the entire ice in a swift, silent motion. As the cracks spread, they catch and shimmer the sidelight, flickering brightly for a moment before the entire structure settles, transforming from a solid building block into a fragile, shattered gem, creating an atmosphere of tense yet captivating quiet, inevitably decaying.",
+                "token_credit_reward": 8.5,
+                "selected_reward": 8.5,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up focusing on a nearly perfect block of ice resting on a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, highlighting the cube's edges and casting long, soft shadows. The sequence should show the cube's transparent core suddenly succumbing to thermal stress with a thin crack developing at the center, followed by rapid, explosive cracking that branches into a complex network of crystalline fractures winding through the entire ice in a swift, silent motion. As the cracks spread, they catch the side light, flickering before the structure settles into a fragile, shattered gem, conveying a tense yet captivating quiet decay.\n\nVisual Quality Assessment:\nOverall, the visuals are acceptable but not outstanding. The frames maintain decent clarity and consistent lighting, and the ice is clearly visible with believable transparency. However, there are occasional minor artifacts and slight inconsistencies in texture or edge sharpness across frames, which prevents a higher rating. The sequence remains coherent and the rendering of ice is plausible, but it does not reach a high-end level of polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate. The video presents a close-up view of ice on a dark surface with a cool, dramatic lighting setup, which aligns with several aspects of the prompt. However, key dynamic elements described in the prompt—specifically the sudden thermal crack initiating at the center and the subsequent rapid, explosive cracking that forms a complex network of fractures—are not convincingly depicted. The video shows some crack-like features and transparency changes, but the central crack initiation and the rapid, widespread cracking are not clearly realized. Overall, the alignment sits in the middle range rather than fully capturing the described dynamics.\n\nPhysical/Common-sense Consistency:\nThe physical behavior appears plausible at a basic level: the ice maintains general transparency and responds to lighting, and the surface interactions look reasonable. Yet the crack propagation lacks convincing physical realism: the cracks do not originate from a central point nor do they expand in a truly explosive, multi-branching manner; instead, they appear more like pre-existing or pre-patterned fissures rather than true thermal-induced failure. This results in only moderate adherence to common-sense physics, without strong violations, but also without strong convincing realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.140625,
+                    "TA": 2.484375,
+                    "MQ": 2.859375,
+                    "Overall": 8.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up focusing on a nearly perfect block of ice resting on a dark, matte slate countertop. A single, crisp, cool-toned light source from the side dramatically illuminates the scene, highlighting the cube's edges and casting long, soft shadows. The sequence should show the cube's transparent core suddenly succumbing to thermal stress with a thin crack developing at the center, followed by rapid, explosive cracking that branches into a complex network of crystalline fractures winding through the entire ice in a swift, silent motion. As the cracks spread, they catch the side light, flickering before the structure settles into a fragile, shattered gem, conveying a tense yet captivating quiet decay.\n\nVisual Quality Assessment:\nOverall, the visuals are acceptable but not outstanding. The frames maintain decent clarity and consistent lighting, and the ice is clearly visible with believable transparency. However, there are occasional minor artifacts and slight inconsistencies in texture or edge sharpness across frames, which prevents a higher rating. The sequence remains coherent and the rendering of ice is plausible, but it does not reach a high-end level of polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate. The video presents a close-up view of ice on a dark surface with a cool, dramatic lighting setup, which aligns with several aspects of the prompt. However, key dynamic elements described in the prompt—specifically the sudden thermal crack initiating at the center and the subsequent rapid, explosive cracking that forms a complex network of fractures—are not convincingly depicted. The video shows some crack-like features and transparency changes, but the central crack initiation and the rapid, widespread cracking are not clearly realized. Overall, the alignment sits in the middle range rather than fully capturing the described dynamics.\n\nPhysical/Common-sense Consistency:\nThe physical behavior appears plausible at a basic level: the ice maintains general transparency and responds to lighting, and the surface interactions look reasonable. Yet the crack propagation lacks convincing physical realism: the cracks do not originate from a central point nor do they expand in a truly explosive, multi-branching manner; instead, they appear more like pre-existing or pre-patterned fissures rather than true thermal-induced failure. This results in only moderate adherence to common-sense physics, without strong violations, but also without strong convincing realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_6/index_tensor([7459, 7459])_group_6_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_6/index_tensor([7459, 7459])_group_6_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..224d6013117a66854ad2bbf42ad9275c36775dff
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_6/index_tensor([7459, 7459])_group_6_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "dynamic, low-angle shot quickly tracks a mountain bike, then suddenly comes to a standstill as the rider abruptly and decisively brakes. The bike's thick, deeply treaded rear tire instantly locks, aggressively digging into the loose soil of a forest trail. As the tire slips, it violently kicks a dense, swirling plume of black dirt, dry leaves, and small pebbles into the air. A dense forest of tall trees in the background, rendered in vertical green and brown, creates a dramatic motion blur, visually amplifying the sudden halt in momentum. The bike's frame tilts from the force, and the front suspension fork visibly compresses. Bright afternoon sunlight penetrates the forest canopy, trapping airborne dust particles in a golden haze and creating a high-contrast, action-packed atmosphere that is both tense and visually spectacular.",
+        "seed": 21833,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_6/index_7459_seed_21833_dp_12_rank_24_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.953125,
+        "video_score2_ta": 2.40625,
+        "video_score2_mq": 2.828125,
+        "video_score2_overall": 8.1875,
+        "avg": 8.1875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, low-angle shot quickly tracks a mountain bike, then suddenly comes to a standstill as the rider abruptly and decisively brakes. The bike's thick, deeply treaded rear tire instantly locks, aggressively digging into the loose soil of a forest trail. As the tire slips, it violently kicks a dense, swirling plume of black dirt, dry leaves, and small pebbles into the air. A dense forest of tall trees in the background, rendered in vertical green and brown, creates a dramatic motion blur, visually amplifying the sudden halt in momentum. The bike's frame tilts from the force, and the front suspension fork visibly compresses. Bright afternoon sunlight penetrates the forest canopy, trapping airborne dust particles in a golden haze and creating a high-contrast, action-packed atmosphere that is both tense and visually spectacular.",
+                "token_credit_reward": 8.1875,
+                "selected_reward": 8.1875,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "top_frames": [
+                    0,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, low-angle shot tracking a mountain bike, a sudden stop with a decisive brake, a thick rear tire digging into loose forest soil, a dense plume of black dirt and debris, a forest backdrop with vertical green and brown tones, dramatic motion blur, bright afternoon sunlight, and a high-contrast action scene.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but persistent motion blur and some softness reduce sharpness. Lighting remains consistent across shots, and color grading yields a warm, golden-hour feel. There are no major distortions or artifacts, and transitions between frames are smooth. The blur contributes to a cinematic look but limits fine detail, keeping the overall quality at a mid level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). While the video includes a low-angle tracking shot and a forest setting, key elements described in the prompt are not convincingly realized: there is no clearly visible abrupt braking sequence, the tire does not appear to lock or dig into the ground, and the dramatic plume of dirt and debris is not evident. The lighting and atmosphere align with the prompt, but the central action and visual effects are underrepresented, resulting in only partial alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible physics: the bike moves along the trail with believable suspension behavior, and the environment remains coherent. Some minor inconsistencies exist, such as the absence of a pronounced braking moment and the lack of a clearly depicted tire interaction with the ground, which slightly detract from realism but do not break overall plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.953125,
+                    "TA": 2.40625,
+                    "MQ": 2.828125,
+                    "Overall": 8.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, low-angle shot tracking a mountain bike, a sudden stop with a decisive brake, a thick rear tire digging into loose forest soil, a dense plume of black dirt and debris, a forest backdrop with vertical green and brown tones, dramatic motion blur, bright afternoon sunlight, and a high-contrast action scene.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but persistent motion blur and some softness reduce sharpness. Lighting remains consistent across shots, and color grading yields a warm, golden-hour feel. There are no major distortions or artifacts, and transitions between frames are smooth. The blur contributes to a cinematic look but limits fine detail, keeping the overall quality at a mid level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). While the video includes a low-angle tracking shot and a forest setting, key elements described in the prompt are not convincingly realized: there is no clearly visible abrupt braking sequence, the tire does not appear to lock or dig into the ground, and the dramatic plume of dirt and debris is not evident. The lighting and atmosphere align with the prompt, but the central action and visual effects are underrepresented, resulting in only partial alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible physics: the bike moves along the trail with believable suspension behavior, and the environment remains coherent. Some minor inconsistencies exist, such as the absence of a pronounced braking moment and the lack of a clearly depicted tire interaction with the ground, which slightly detract from realism but do not break overall plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, low-angle shot quickly tracks a mountain bike, then suddenly comes to a standstill as the rider abruptly and decisively brakes. The bike's thick, deeply treaded rear tire instantly locks, aggressively digging into the loose soil of a forest trail. As the tire slips, it violently kicks a dense, swirling plume of black dirt, dry leaves, and small pebbles into the air. A dense forest of tall trees in the background, rendered in vertical green and brown, creates a dramatic motion blur, visually amplifying the sudden halt in momentum. The bike's frame tilts from the force, and the front suspension fork visibly compresses. Bright afternoon sunlight penetrates the forest canopy, trapping airborne dust particles in a golden haze and creating a high-contrast, action-packed atmosphere that is both tense and visually spectacular.",
+        "seed": 21834,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_6/index_7459_seed_21834_dp_12_rank_24_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.796875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, low-angle shot tracking a mountain bike, a sudden stop with a decisive brake, a thick rear tire digging into loose forest soil, a dense plume of black dirt and debris, a forest background with vertical green and brown tones, dramatic motion blur, bright afternoon sunlight, and a high-contrast action scene.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals show moderate clarity with some motion blur and softness, but the main subject remains identifiable. Lighting is consistent with outdoor conditions, and color grading yields a warm, golden-hour feel. There are no major distortions or abrupt frame-to-frame jumps; overall sharpness is acceptable though not pristine. Overall Visual Quality aligns with a mid-range score (3).\n\nText-to-Video Alignment Analysis:\nThe video captures several elements of the prompt—dynamic camera work, low-angle perspective, visible mountain bike components, forest setting, and a sense of speed. However, key dramatic moments described in the prompt are not fully realized: there is no clearly depicted sudden stop with a decisive brake, and the tire’s interaction with the ground does not convincingly convey a lock-up or aggressive digging. The plume of dirt and debris is present but not as dense or explosive as described. In sum, alignment is moderate (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physics and rider posture, with coherent lighting and environmental context. Some minor inconsistencies exist in the precise dynamics of wheel-ground interaction and the intensity of the dust plume, but they do not break overall realism. The result is a believable but not perfect depiction, corresponding to a mid-level score (3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.796875,
+                    "TA": 2.390625,
+                    "MQ": 3.03125,
+                    "Overall": 8.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, low-angle shot tracking a mountain bike, a sudden stop with a decisive brake, a thick rear tire digging into loose forest soil, a dense plume of black dirt and debris, a forest background with vertical green and brown tones, dramatic motion blur, bright afternoon sunlight, and a high-contrast action scene.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals show moderate clarity with some motion blur and softness, but the main subject remains identifiable. Lighting is consistent with outdoor conditions, and color grading yields a warm, golden-hour feel. There are no major distortions or abrupt frame-to-frame jumps; overall sharpness is acceptable though not pristine. Overall Visual Quality aligns with a mid-range score (3).\n\nText-to-Video Alignment Analysis:\nThe video captures several elements of the prompt—dynamic camera work, low-angle perspective, visible mountain bike components, forest setting, and a sense of speed. However, key dramatic moments described in the prompt are not fully realized: there is no clearly depicted sudden stop with a decisive brake, and the tire’s interaction with the ground does not convincingly convey a lock-up or aggressive digging. The plume of dirt and debris is present but not as dense or explosive as described. In sum, alignment is moderate (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physics and rider posture, with coherent lighting and environmental context. Some minor inconsistencies exist in the precise dynamics of wheel-ground interaction and the intensity of the dust plume, but they do not break overall realism. The result is a believable but not perfect depiction, corresponding to a mid-level score (3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, low-angle shot quickly tracks a mountain bike, then suddenly comes to a standstill as the rider abruptly and decisively brakes. The bike's thick, deeply treaded rear tire instantly locks, aggressively digging into the loose soil of a forest trail. As the tire slips, it violently kicks a dense, swirling plume of black dirt, dry leaves, and small pebbles into the air. A dense forest of tall trees in the background, rendered in vertical green and brown, creates a dramatic motion blur, visually amplifying the sudden halt in momentum. The bike's frame tilts from the force, and the front suspension fork visibly compresses. Bright afternoon sunlight penetrates the forest canopy, trapping airborne dust particles in a golden haze and creating a high-contrast, action-packed atmosphere that is both tense and visually spectacular.",
+        "seed": 21835,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_6/index_7459_seed_21835_dp_13_rank_26_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.265625,
+        "video_score2_ta": 2.1875,
+        "video_score2_mq": 2.984375,
+        "video_score2_overall": 7.4375,
+        "avg": 7.4375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, low-angle shot quickly tracks a mountain bike, then suddenly comes to a standstill as the rider abruptly and decisively brakes. The bike's thick, deeply treaded rear tire instantly locks, aggressively digging into the loose soil of a forest trail. As the tire slips, it violently kicks a dense, swirling plume of black dirt, dry leaves, and small pebbles into the air. A dense forest of tall trees in the background, rendered in vertical green and brown, creates a dramatic motion blur, visually amplifying the sudden halt in momentum. The bike's frame tilts from the force, and the front suspension fork visibly compresses. Bright afternoon sunlight penetrates the forest canopy, trapping airborne dust particles in a golden haze and creating a high-contrast, action-packed atmosphere that is both tense and visually spectacular.",
+                "token_credit_reward": 7.4375,
+                "selected_reward": 7.4375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic, low-angle shot tracking a mountain bike, a sudden stop with a decisive brake, a thick, deeply treaded rear tire, loose forest soil, a dense plume of black dirt and debris, a forest backdrop with vertical green and brown tones, dramatic motion blur, bright afternoon sunlight, airborne dust particles, and a high-contrast action scene.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The sequence shows some blur and softness, but the frames remain legible and the scene remains identifiable. There is occasional motion blur during movement, yet it does not dominate the viewing experience. The resolution is adequate though not sharp, and lighting varies across shots, with some frames appearing dimmer or slightly overexposed. The camera work includes a low-angle perspective consistent with the prompt, and there are no major distortions or abrupt frame-to-frame jumps. In sum, the video presents a fair level of visual clarity with room for improvement.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is partial (score 3). The video captures several key elements such as a low-angle shot, a mountain bike, a forest setting, and visible dust plumes. However, crucial moments described in the prompt—specifically the abrupt, decisive braking and the exact sequence of the tire interacting with the ground—are not clearly depicted. The overall action reads as plausible but lacks full fidelity to the dramatic, precise dynamics outlined in the prompt.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene generally adheres to plausible physics: the bike interacts with the terrain, dust rises in response to movement, and lighting/shadows align with outdoor conditions. Some minor inconsistencies exist, such as slight mismatches in dust dispersion and timing of the braking cues, which prevent a higher level of realism. Overall, the dynamics feel believable without obvious violations of common-sense physics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.265625,
+                    "TA": 2.1875,
+                    "MQ": 2.984375,
+                    "Overall": 7.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic, low-angle shot tracking a mountain bike, a sudden stop with a decisive brake, a thick, deeply treaded rear tire, loose forest soil, a dense plume of black dirt and debris, a forest backdrop with vertical green and brown tones, dramatic motion blur, bright afternoon sunlight, airborne dust particles, and a high-contrast action scene.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The sequence shows some blur and softness, but the frames remain legible and the scene remains identifiable. There is occasional motion blur during movement, yet it does not dominate the viewing experience. The resolution is adequate though not sharp, and lighting varies across shots, with some frames appearing dimmer or slightly overexposed. The camera work includes a low-angle perspective consistent with the prompt, and there are no major distortions or abrupt frame-to-frame jumps. In sum, the video presents a fair level of visual clarity with room for improvement.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is partial (score 3). The video captures several key elements such as a low-angle shot, a mountain bike, a forest setting, and visible dust plumes. However, crucial moments described in the prompt—specifically the abrupt, decisive braking and the exact sequence of the tire interacting with the ground—are not clearly depicted. The overall action reads as plausible but lacks full fidelity to the dramatic, precise dynamics outlined in the prompt.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene generally adheres to plausible physics: the bike interacts with the terrain, dust rises in response to movement, and lighting/shadows align with outdoor conditions. Some minor inconsistencies exist, such as slight mismatches in dust dispersion and timing of the braking cues, which prevent a higher level of realism. Overall, the dynamics feel believable without obvious violations of common-sense physics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, low-angle shot quickly tracks a mountain bike, then suddenly comes to a standstill as the rider abruptly and decisively brakes. The bike's thick, deeply treaded rear tire instantly locks, aggressively digging into the loose soil of a forest trail. As the tire slips, it violently kicks a dense, swirling plume of black dirt, dry leaves, and small pebbles into the air. A dense forest of tall trees in the background, rendered in vertical green and brown, creates a dramatic motion blur, visually amplifying the sudden halt in momentum. The bike's frame tilts from the force, and the front suspension fork visibly compresses. Bright afternoon sunlight penetrates the forest canopy, trapping airborne dust particles in a golden haze and creating a high-contrast, action-packed atmosphere that is both tense and visually spectacular.",
+        "seed": 21836,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_6/index_7459_seed_21836_dp_13_rank_26_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.15625,
+        "video_score2_ta": 2.328125,
+        "video_score2_mq": 2.984375,
+        "video_score2_overall": 7.5,
+        "avg": 7.46875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, low-angle shot quickly tracks a mountain bike, then suddenly comes to a standstill as the rider abruptly and decisively brakes. The bike's thick, deeply treaded rear tire instantly locks, aggressively digging into the loose soil of a forest trail. As the tire slips, it violently kicks a dense, swirling plume of black dirt, dry leaves, and small pebbles into the air. A dense forest of tall trees in the background, rendered in vertical green and brown, creates a dramatic motion blur, visually amplifying the sudden halt in momentum. The bike's frame tilts from the force, and the front suspension fork visibly compresses. Bright afternoon sunlight penetrates the forest canopy, trapping airborne dust particles in a golden haze and creating a high-contrast, action-packed atmosphere that is both tense and visually spectacular.",
+                "token_credit_reward": 7.5,
+                "selected_reward": 7.5,
+                "frame_importance": [
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, low-angle shot tracking a mountain bike, a sudden stop with a decisive brake, a thick, deeply treaded rear tire, loose forest soil, a dense plume of black dirt, dry leaves, and small pebbles kicked into the air, a forest backdrop with vertical green and brown tones, dramatic motion blur, bright afternoon sunlight, airborne dust particles, and a high-contrast, action-packed atmosphere.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show some blur and softness, but the scene remains recognizable. Motion blur is present and contributes to the sense of speed, yet it does not render the video unreadable. There are occasional focus issues and minor artifacts, and while the lighting is not perfectly consistent across all frames, it does not dominate the viewing experience. The sequence maintains a coherent visual narrative despite these imperfections.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). The video includes a bike on a forest trail and some motion cues, but several key elements are not clearly depicted: the exact low-angle tracking is not evident, the abrupt braking and the dense plume of dirt are not convincingly shown, and the bright afternoon lighting and high-contrast atmosphere are only partially realized. Overall, the video captures some aspects of the prompt but misses important dynamics and atmospheric details.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The bike’s interaction with the terrain appears plausible, with believable suspension behavior and contact with the ground. Some minor inconsistencies exist in dust dispersion and timing of motion, but they do not severely undermine overall realism. The scene remains generally coherent in terms of physics and common-sense expectations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.15625,
+                    "TA": 2.328125,
+                    "MQ": 2.984375,
+                    "Overall": 7.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, low-angle shot tracking a mountain bike, a sudden stop with a decisive brake, a thick, deeply treaded rear tire, loose forest soil, a dense plume of black dirt, dry leaves, and small pebbles kicked into the air, a forest backdrop with vertical green and brown tones, dramatic motion blur, bright afternoon sunlight, airborne dust particles, and a high-contrast, action-packed atmosphere.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show some blur and softness, but the scene remains recognizable. Motion blur is present and contributes to the sense of speed, yet it does not render the video unreadable. There are occasional focus issues and minor artifacts, and while the lighting is not perfectly consistent across all frames, it does not dominate the viewing experience. The sequence maintains a coherent visual narrative despite these imperfections.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). The video includes a bike on a forest trail and some motion cues, but several key elements are not clearly depicted: the exact low-angle tracking is not evident, the abrupt braking and the dense plume of dirt are not convincingly shown, and the bright afternoon lighting and high-contrast atmosphere are only partially realized. Overall, the video captures some aspects of the prompt but misses important dynamics and atmospheric details.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The bike’s interaction with the terrain appears plausible, with believable suspension behavior and contact with the ground. Some minor inconsistencies exist in dust dispersion and timing of motion, but they do not severely undermine overall realism. The scene remains generally coherent in terms of physics and common-sense expectations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_8/index_tensor([734, 734])_group_8_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_8/index_tensor([734, 734])_group_8_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..059eb21adb3a9cc3321f895e38dc9a3dfd415832
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_8/index_tensor([734, 734])_group_8_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, slightly low-angled medium close-up captures a male fiddler crab, poised in the dramatic stillness of a sculpture on a damp, perfectly reflective black surface. The camera position emphasizes the crab's confident, towering stance and profound asymmetry. Its carapace is a deep, polished obsidian hue that gleams under the harsh light, while its small, stalked eyes gaze with inert focus. The crab's entire form is a study in contrasts, culminating in its absurdly large, vibrant claw, a brilliant, fiery orange-red with a smooth, porcelain-like sheen. This enormous chelsea is held high and slightly forward in a provocative and artistic gesture. The scene is illuminated with the stark, moody lighting of high-fashion creative conceptual photography; a single, hard light from the side carves the crab out of the deep black void of the background, casting long, dramatic shadows and creating sharp, mirror-like highlights on the smooth surface and the creature's shell. The dampness of the black plane creates a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the scene’s moody, minimalist, and intensely focused atmosphere.",
+        "seed": 22581,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_8/index_734_seed_22581_dp_16_rank_32_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.90625,
+        "video_score2_ta": 2.546875,
+        "video_score2_mq": 3.25,
+        "video_score2_overall": 9.6875,
+        "avg": 9.703125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, slightly low-angled medium close-up captures a male fiddler crab, poised in the dramatic stillness of a sculpture on a damp, perfectly reflective black surface. The camera position emphasizes the crab's confident, towering stance and profound asymmetry. Its carapace is a deep, polished obsidian hue that gleams under the harsh light, while its small, stalked eyes gaze with inert focus. The crab's entire form is a study in contrasts, culminating in its absurdly large, vibrant claw, a brilliant, fiery orange-red with a smooth, porcelain-like sheen. This enormous chelsea is held high and slightly forward in a provocative and artistic gesture. The scene is illuminated with the stark, moody lighting of high-fashion creative conceptual photography; a single, hard light from the side carves the crab out of the deep black void of the background, casting long, dramatic shadows and creating sharp, mirror-like highlights on the smooth surface and the creature's shell. The dampness of the black plane creates a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the scene’s moody, minimalist, and intensely focused atmosphere.",
+                "token_credit_reward": 9.6875,
+                "selected_reward": 9.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, slightly low-angled medium close-up of a male fiddler crab on a damp, perfectly reflective black surface, with a dramatic, high-fashion aesthetic and strong lighting contrasts. In practice, the video presents a crab on a dark surface with moody lighting, but several key elements are not realized: the exact low-angle framing is not consistently achieved, the damp, mirror-like reflections are not clearly present, and the described surreal, exaggerated features (e.g., an absurdly oversized claw) are not evident. Overall, the alignment with the prompt is moderate rather than full fidelity.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear depiction of the crab, with convincing lighting and a moody atmosphere. However, the sequence appears largely static across frames, with minimal motion or dynamic variation, which reduces perceived visual richness. There are no obvious artifacts or distortions, and the subject remains well-lit and in focus. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures some core aspects of the prompt—crab presence, dark reflective surface, and moody lighting—but misses several critical details such as the precise low-angle framing, the damp, mirror-like reflections, and the exaggerated anatomical features. The alignment is therefore moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe depiction adheres to plausible biological anatomy and environmental cues, with no evident inconsistencies in lighting, shadows, or material properties. The scene maintains coherent physical realism, supporting a relatively high score (4).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 4.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.90625,
+                    "TA": 2.546875,
+                    "MQ": 3.25,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, slightly low-angled medium close-up of a male fiddler crab on a damp, perfectly reflective black surface, with a dramatic, high-fashion aesthetic and strong lighting contrasts. In practice, the video presents a crab on a dark surface with moody lighting, but several key elements are not realized: the exact low-angle framing is not consistently achieved, the damp, mirror-like reflections are not clearly present, and the described surreal, exaggerated features (e.g., an absurdly oversized claw) are not evident. Overall, the alignment with the prompt is moderate rather than full fidelity.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear depiction of the crab, with convincing lighting and a moody atmosphere. However, the sequence appears largely static across frames, with minimal motion or dynamic variation, which reduces perceived visual richness. There are no obvious artifacts or distortions, and the subject remains well-lit and in focus. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures some core aspects of the prompt—crab presence, dark reflective surface, and moody lighting—but misses several critical details such as the precise low-angle framing, the damp, mirror-like reflections, and the exaggerated anatomical features. The alignment is therefore moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe depiction adheres to plausible biological anatomy and environmental cues, with no evident inconsistencies in lighting, shadows, or material properties. The scene maintains coherent physical realism, supporting a relatively high score (4).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 4.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "static, slightly low-angled medium close-up captures a male fiddler crab, poised in the dramatic stillness of a sculpture on a damp, perfectly reflective black surface. The camera position emphasizes the crab's confident, towering stance and profound asymmetry. Its carapace is a deep, polished obsidian hue that gleams under the harsh light, while its small, stalked eyes gaze with inert focus. The crab's entire form is a study in contrasts, culminating in its absurdly large, vibrant claw, a brilliant, fiery orange-red with a smooth, porcelain-like sheen. This enormous chelsea is held high and slightly forward in a provocative and artistic gesture. The scene is illuminated with the stark, moody lighting of high-fashion creative conceptual photography; a single, hard light from the side carves the crab out of the deep black void of the background, casting long, dramatic shadows and creating sharp, mirror-like highlights on the smooth surface and the creature's shell. The dampness of the black plane creates a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the scene’s moody, minimalist, and intensely focused atmosphere.",
+        "seed": 22582,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_8/index_734_seed_22582_dp_16_rank_32_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 4.03125,
+        "video_score2_ta": 2.703125,
+        "video_score2_mq": 3.28125,
+        "video_score2_overall": 10.0,
+        "avg": 10.015625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, slightly low-angled medium close-up captures a male fiddler crab, poised in the dramatic stillness of a sculpture on a damp, perfectly reflective black surface. The camera position emphasizes the crab's confident, towering stance and profound asymmetry. Its carapace is a deep, polished obsidian hue that gleams under the harsh light, while its small, stalked eyes gaze with inert focus. The crab's entire form is a study in contrasts, culminating in its absurdly large, vibrant claw, a brilliant, fiery orange-red with a smooth, porcelain-like sheen. This enormous chelsea is held high and slightly forward in a provocative and artistic gesture. The scene is illuminated with the stark, moody lighting of high-fashion creative conceptual photography; a single, hard light from the side carves the crab out of the deep black void of the background, casting long, dramatic shadows and creating sharp, mirror-like highlights on the smooth surface and the creature's shell. The dampness of the black plane creates a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the scene’s moody, minimalist, and intensely focused atmosphere.",
+                "token_credit_reward": 10.0,
+                "selected_reward": 10.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, slightly low-angled medium close-up of a male fiddler crab on a damp, perfectly reflective black surface, with a confident, towering stance and dramatic lighting. In practice, the video presents a crab on a dark, wet surface with moody lighting and a low angle, but several key prompt elements are not realized. The crab’s claws do not display the described vibrant orange-red coloration or the pronounced asymmetry, and the eyes are not clearly visible. The oversized, highly stylized claw and the specific sculptural presentation are not present. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear depiction of the crab, with consistent lighting and a convincing wet-surface look. However, the sequence appears largely static across frames, with minimal motion between shots. While there are no obvious artifacts, the overall dynamism and polish are moderate, yielding a mid-range visual quality assessment.\n\nText-to-Video Alignment Analysis:\nCore elements such as the crab, damp surface, and low-angle framing are present, but several critical prompt details are missing or misrepresented (notably the vibrant orange-red claws, pronounced asymmetry, visible eyes, and the oversized sculptural claw). The result reflects a moderate level of alignment with the original description.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and environmental interaction for a crab on a wet surface, with coherent lighting and reflections. The absence of the intended artistic exaggerations does not introduce obvious physical inconsistencies, so overall common-sense consistency remains at a moderate level.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 4.03125,
+                    "TA": 2.703125,
+                    "MQ": 3.28125,
+                    "Overall": 10.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, slightly low-angled medium close-up of a male fiddler crab on a damp, perfectly reflective black surface, with a confident, towering stance and dramatic lighting. In practice, the video presents a crab on a dark, wet surface with moody lighting and a low angle, but several key prompt elements are not realized. The crab’s claws do not display the described vibrant orange-red coloration or the pronounced asymmetry, and the eyes are not clearly visible. The oversized, highly stylized claw and the specific sculptural presentation are not present. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear depiction of the crab, with consistent lighting and a convincing wet-surface look. However, the sequence appears largely static across frames, with minimal motion between shots. While there are no obvious artifacts, the overall dynamism and polish are moderate, yielding a mid-range visual quality assessment.\n\nText-to-Video Alignment Analysis:\nCore elements such as the crab, damp surface, and low-angle framing are present, but several critical prompt details are missing or misrepresented (notably the vibrant orange-red claws, pronounced asymmetry, visible eyes, and the oversized sculptural claw). The result reflects a moderate level of alignment with the original description.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and environmental interaction for a crab on a wet surface, with coherent lighting and reflections. The absence of the intended artistic exaggerations does not introduce obvious physical inconsistencies, so overall common-sense consistency remains at a moderate level.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, slightly low-angled medium close-up captures a male fiddler crab, poised in the dramatic stillness of a sculpture on a damp, perfectly reflective black surface. The camera position emphasizes the crab's confident, towering stance and profound asymmetry. Its carapace is a deep, polished obsidian hue that gleams under the harsh light, while its small, stalked eyes gaze with inert focus. The crab's entire form is a study in contrasts, culminating in its absurdly large, vibrant claw, a brilliant, fiery orange-red with a smooth, porcelain-like sheen. This enormous chelsea is held high and slightly forward in a provocative and artistic gesture. The scene is illuminated with the stark, moody lighting of high-fashion creative conceptual photography; a single, hard light from the side carves the crab out of the deep black void of the background, casting long, dramatic shadows and creating sharp, mirror-like highlights on the smooth surface and the creature's shell. The dampness of the black plane creates a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the scene’s moody, minimalist, and intensely focused atmosphere.",
+        "seed": 22583,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_8/index_734_seed_22583_dp_17_rank_34_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.984375,
+        "video_score2_ta": 2.921875,
+        "video_score2_mq": 4.03125,
+        "video_score2_overall": 10.9375,
+        "avg": 10.9375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, slightly low-angled medium close-up captures a male fiddler crab, poised in the dramatic stillness of a sculpture on a damp, perfectly reflective black surface. The camera position emphasizes the crab's confident, towering stance and profound asymmetry. Its carapace is a deep, polished obsidian hue that gleams under the harsh light, while its small, stalked eyes gaze with inert focus. The crab's entire form is a study in contrasts, culminating in its absurdly large, vibrant claw, a brilliant, fiery orange-red with a smooth, porcelain-like sheen. This enormous chelsea is held high and slightly forward in a provocative and artistic gesture. The scene is illuminated with the stark, moody lighting of high-fashion creative conceptual photography; a single, hard light from the side carves the crab out of the deep black void of the background, casting long, dramatic shadows and creating sharp, mirror-like highlights on the smooth surface and the creature's shell. The dampness of the black plane creates a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the scene’s moody, minimalist, and intensely focused atmosphere.",
+                "token_credit_reward": 10.9375,
+                "selected_reward": 10.9375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, slightly low-angled medium close-up of a male fiddler crab on a damp, perfectly reflective black surface, with a confident, towering stance and pronounced asymmetry. The carapace is described as a deep, polished obsidian hue that gleams under harsh lighting, while the small, stalked eyes are said to gaze with inert focus. The scene is intended to emphasize the crab's entire form in contrast, culminating in an absurdly large, vibrant orange-red claw held high and slightly forward in a dramatic pose. The lighting should be stark and moody, with a single, hard side light carving the crab from a deep black void and creating long shadows and sharp highlights on the smooth surface and shell. The dampness of the black plane is expected to create a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the moody, minimalist atmosphere.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The resolution is adequate and the crab remains clearly visible with discernible features. Lighting is generally consistent and provides good contrast against the dark background, though it does not reach the dramatic intensity implied by the prompt. The surface reflections exist but are not perfectly mirrored or maximally enhanced. The sequence appears stable with minimal motion, and there are no obvious distortions or artifacts. Overall, the visual quality is competent and coherent, but it does not fully realize the dramatic, high-contrast aesthetic described in the prompt.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt — a crab, a dark reflective surface, and a moody lighting setup — and presents a largely static composition. However, key aspects of the description are not fully realized: the dramatic, towering stance and the pronounced asymmetry are only partially conveyed, and the orange-red claws are not presented with the same emphasis or color vibrancy as described. The result is a moderate alignment overall, with some mismatches between the textual vision and the visual execution.\n\nPhysical/Common-sense Consistency:\nThe depiction maintains plausible anatomy and environmental interaction: the crab sits naturally on the surface, with believable lighting and shadows. There are no evident violations of basic physics or common-sense expectations. While the scene adheres to real-world constraints, it does not push toward extreme stylization or surreal exaggeration, resulting in a solid but unremarkable level of physical consistency.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.984375,
+                    "TA": 2.921875,
+                    "MQ": 4.03125,
+                    "Overall": 10.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, slightly low-angled medium close-up of a male fiddler crab on a damp, perfectly reflective black surface, with a confident, towering stance and pronounced asymmetry. The carapace is described as a deep, polished obsidian hue that gleams under harsh lighting, while the small, stalked eyes are said to gaze with inert focus. The scene is intended to emphasize the crab's entire form in contrast, culminating in an absurdly large, vibrant orange-red claw held high and slightly forward in a dramatic pose. The lighting should be stark and moody, with a single, hard side light carving the crab from a deep black void and creating long shadows and sharp highlights on the smooth surface and shell. The dampness of the black plane is expected to create a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the moody, minimalist atmosphere.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The resolution is adequate and the crab remains clearly visible with discernible features. Lighting is generally consistent and provides good contrast against the dark background, though it does not reach the dramatic intensity implied by the prompt. The surface reflections exist but are not perfectly mirrored or maximally enhanced. The sequence appears stable with minimal motion, and there are no obvious distortions or artifacts. Overall, the visual quality is competent and coherent, but it does not fully realize the dramatic, high-contrast aesthetic described in the prompt.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt — a crab, a dark reflective surface, and a moody lighting setup — and presents a largely static composition. However, key aspects of the description are not fully realized: the dramatic, towering stance and the pronounced asymmetry are only partially conveyed, and the orange-red claws are not presented with the same emphasis or color vibrancy as described. The result is a moderate alignment overall, with some mismatches between the textual vision and the visual execution.\n\nPhysical/Common-sense Consistency:\nThe depiction maintains plausible anatomy and environmental interaction: the crab sits naturally on the surface, with believable lighting and shadows. There are no evident violations of basic physics or common-sense expectations. While the scene adheres to real-world constraints, it does not push toward extreme stylization or surreal exaggeration, resulting in a solid but unremarkable level of physical consistency.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, slightly low-angled medium close-up captures a male fiddler crab, poised in the dramatic stillness of a sculpture on a damp, perfectly reflective black surface. The camera position emphasizes the crab's confident, towering stance and profound asymmetry. Its carapace is a deep, polished obsidian hue that gleams under the harsh light, while its small, stalked eyes gaze with inert focus. The crab's entire form is a study in contrasts, culminating in its absurdly large, vibrant claw, a brilliant, fiery orange-red with a smooth, porcelain-like sheen. This enormous chelsea is held high and slightly forward in a provocative and artistic gesture. The scene is illuminated with the stark, moody lighting of high-fashion creative conceptual photography; a single, hard light from the side carves the crab out of the deep black void of the background, casting long, dramatic shadows and creating sharp, mirror-like highlights on the smooth surface and the creature's shell. The dampness of the black plane creates a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the scene’s moody, minimalist, and intensely focused atmosphere.",
+        "seed": 22584,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000516/group_8/index_734_seed_22584_dp_17_rank_34_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.984375,
+        "video_score2_ta": 2.125,
+        "video_score2_mq": 3.265625,
+        "video_score2_overall": 9.375,
+        "avg": 9.375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, slightly low-angled medium close-up captures a male fiddler crab, poised in the dramatic stillness of a sculpture on a damp, perfectly reflective black surface. The camera position emphasizes the crab's confident, towering stance and profound asymmetry. Its carapace is a deep, polished obsidian hue that gleams under the harsh light, while its small, stalked eyes gaze with inert focus. The crab's entire form is a study in contrasts, culminating in its absurdly large, vibrant claw, a brilliant, fiery orange-red with a smooth, porcelain-like sheen. This enormous chelsea is held high and slightly forward in a provocative and artistic gesture. The scene is illuminated with the stark, moody lighting of high-fashion creative conceptual photography; a single, hard light from the side carves the crab out of the deep black void of the background, casting long, dramatic shadows and creating sharp, mirror-like highlights on the smooth surface and the creature's shell. The dampness of the black plane creates a liquid, slightly distorted reflection of the crab, doubling its surreal form and amplifying the scene’s moody, minimalist, and intensely focused atmosphere.",
+                "token_credit_reward": 9.375,
+                "selected_reward": 9.375,
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+                    3,
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+                "top_frames": [
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, slightly low-angled medium close-up of a male fiddler crab on a damp, perfectly reflective black surface, with a dramatic, high-fashion aesthetic and strong lighting contrasts. In practice, the video presents a crab on a dark, reflective surface with moody lighting, but several key elements from the prompt are not realized. The crab appears female rather than male, the oversized orange-red claw is not prominently displayed, and the eyes are not clearly visible. The overall composition and lighting convey some aspects of the concept, but the specific details and dramatic emphasis described in the prompt are not fully captured.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear depiction of the crab, with consistent lighting and a convincing reflective surface. However, the sequence is largely static with minimal motion between frames, which reduces perceived dynamism. There are no obvious artifacts or distortions, and the rendering remains coherent across frames. Overall, visual quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere are notable mismatches between the prompt and the video. The gender cue (male vs female) and the prominent oversized claw do not align with the description, and the eyes are not clearly visible. While the scene conveys a dark, moody aesthetic and a reflective surface, several core prompt elements are missing or misrepresented. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and environmental interaction: the crab sits naturally on the surface, lighting and reflections behave consistently, and there are no obvious physical implausibilities. The lack of dynamic movement does not introduce physical inconsistencies. Overall, physical/common-sense consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.984375,
+                    "TA": 2.125,
+                    "MQ": 3.265625,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, slightly low-angled medium close-up of a male fiddler crab on a damp, perfectly reflective black surface, with a dramatic, high-fashion aesthetic and strong lighting contrasts. In practice, the video presents a crab on a dark, reflective surface with moody lighting, but several key elements from the prompt are not realized. The crab appears female rather than male, the oversized orange-red claw is not prominently displayed, and the eyes are not clearly visible. The overall composition and lighting convey some aspects of the concept, but the specific details and dramatic emphasis described in the prompt are not fully captured.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear depiction of the crab, with consistent lighting and a convincing reflective surface. However, the sequence is largely static with minimal motion between frames, which reduces perceived dynamism. There are no obvious artifacts or distortions, and the rendering remains coherent across frames. Overall, visual quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere are notable mismatches between the prompt and the video. The gender cue (male vs female) and the prominent oversized claw do not align with the description, and the eyes are not clearly visible. While the scene conveys a dark, moody aesthetic and a reflective surface, several core prompt elements are missing or misrepresented. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and environmental interaction: the crab sits naturally on the surface, lighting and reflections behave consistently, and there are no obvious physical implausibilities. The lack of dynamic movement does not introduce physical inconsistencies. Overall, physical/common-sense consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
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index 0000000000000000000000000000000000000000..3a15e66d166f10a859202be8a6e6964aacb3e08b
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_0/index_tensor([5509, 5509])_group_0_rewards.json	
@@ -0,0 +1,10210 @@
+[
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+        "seed": 23729,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_0/index_5509_seed_23729_dp_0_rank_0_sample_0_slot_0.mp4",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static medium shot focusing on a massive wall of raw planks, with a soft slanting light from the side, a desaturated black-and-white palette, and a progressive crack that appears and expands over time, culminating in a tranquil yet tense mood.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show a wooden surface with visible texture and lighting, but there are noticeable artifacts and some blurriness that reduce sharpness. The sequence does not exhibit high-fidelity rendering throughout, though the scene remains legible and coherent.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). While the video includes a wooden surface and some lighting cues, key elements such as the continuous, clearly visible crack progression and the described dynamic tension are not convincingly realized. The result captures only partial aspects of the prompt, with several critical details missing or underdeveloped.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The crack appears and evolves in a plausible manner within the context of the scene, and lighting/shadows support realism. However, some micro-details and the overall progression do not fully align with real-world expectations, leaving room for improvement in realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 2; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.5,
+                    "TA": 2.0,
+                    "MQ": 2.84375,
+                    "Overall": 7.34375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static medium shot focusing on a massive wall of raw planks, with a soft slanting light from the side, a desaturated black-and-white palette, and a progressive crack that appears and expands over time, culminating in a tranquil yet tense mood.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show a wooden surface with visible texture and lighting, but there are noticeable artifacts and some blurriness that reduce sharpness. The sequence does not exhibit high-fidelity rendering throughout, though the scene remains legible and coherent.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). While the video includes a wooden surface and some lighting cues, key elements such as the continuous, clearly visible crack progression and the described dynamic tension are not convincingly realized. The result captures only partial aspects of the prompt, with several critical details missing or underdeveloped.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The crack appears and evolves in a plausible manner within the context of the scene, and lighting/shadows support realism. However, some micro-details and the overall progression do not fully align with real-world expectations, leaving room for improvement in realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 2; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static medium shot, shot from a level angle, focuses on a massive wall of raw planks, nearly dominating the frame. These rough, unpolished boards are tightly joined together. A soft, slanting light, resembling that of a warm afternoon, streams in from the side, casting long, dramatic shadows across the wood, highlighting the wood's texture and every subtle indentation. The entire image is rendered in a desaturated black and white, allowing the varying shades and winding growth rings of the wood to appear strikingly distinct against the stark contrast. Under an invisible, continuously increasing pressure, the center of the wall began to groan almost imperceptibly. Then, a tiny crack quietly appeared. Like a black lightning, it slowly but steadily spread upward and downward, accompanied by the tiny cracking sound of wood fibers being torn. The jagged edges of the fracture were clearly visible, and tiny wood chips and dust fell from the ever-widening crack. The whole process took place in silence, creating a tranquil and healing atmosphere full of internal tension, conveying a complex emotion of fatigue, a sense of fate and a strange calm.",
+        "seed": 23730,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_0/index_5509_seed_23730_dp_0_rank_0_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.03125,
+        "video_score2_ta": 1.046875,
+        "video_score2_mq": 1.359375,
+        "video_score2_overall": 4.4375,
+        "avg": 4.4375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static medium shot, shot from a level angle, focuses on a massive wall of raw planks, nearly dominating the frame. These rough, unpolished boards are tightly joined together. A soft, slanting light, resembling that of a warm afternoon, streams in from the side, casting long, dramatic shadows across the wood, highlighting the wood's texture and every subtle indentation. The entire image is rendered in a desaturated black and white, allowing the varying shades and winding growth rings of the wood to appear strikingly distinct against the stark contrast. Under an invisible, continuously increasing pressure, the center of the wall began to groan almost imperceptibly. Then, a tiny crack quietly appeared. Like a black lightning, it slowly but steadily spread upward and downward, accompanied by the tiny cracking sound of wood fibers being torn. The jagged edges of the fracture were clearly visible, and tiny wood chips and dust fell from the ever-widening crack. The whole process took place in silence, creating a tranquil and healing atmosphere full of internal tension, conveying a complex emotion of fatigue, a sense of fate and a strange calm.",
+                "token_credit_reward": 4.4375,
+                "selected_reward": 4.4375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static medium shot focusing on a massive wall of raw planks, with a soft slanting light from the side, desaturated in black and white, and a crack appearing under increasing pressure that gradually spreads. In practice, the video does not realize these specifics: the imagery is dominated by a textured surface rather than a wall of planks, lighting is cool and directional, and the central crack is barely discernible. The overall scene lacks the dramatic wood texture, the winding growth rings, and the dynamic crack progression described. The alignment to the prompt is therefore severely limited.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals are consistently low in clarity. The frames show a textured surface with a grid-like pattern and some light interaction, but the resolution is insufficient to reveal fine details or realistic wood grain. The lighting is present but does not compensate for the lack of texture fidelity, resulting in a flat, artificial appearance. There is little variation between frames, contributing to a static feel. Overall, Visual Quality is poor (score 1).\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video content. The core elements—massive wall of raw planks, desaturated black-and-white presentation, and a clearly evolving crack—are not realized. Instead, the video presents a close-up of a textured surface with a faint crack, lacking the intended composition and narrative progression. This represents a severe misalignment with the prompt (score 1).\n\nPhysical/Common-sense Consistency:\nThe observed crack behavior appears physically implausible within the context of the prompt. The crack does not convincingly reflect real wood deformation under pressure, nor does it exhibit the expected gradual, upward-and-downward propagation. The scene lacks convincing material properties and realistic failure mechanics, indicating a fundamental inconsistency with common-sense expectations (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 2.03125,
+                    "TA": 1.046875,
+                    "MQ": 1.359375,
+                    "Overall": 4.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static medium shot focusing on a massive wall of raw planks, with a soft slanting light from the side, desaturated in black and white, and a crack appearing under increasing pressure that gradually spreads. In practice, the video does not realize these specifics: the imagery is dominated by a textured surface rather than a wall of planks, lighting is cool and directional, and the central crack is barely discernible. The overall scene lacks the dramatic wood texture, the winding growth rings, and the dynamic crack progression described. The alignment to the prompt is therefore severely limited.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals are consistently low in clarity. The frames show a textured surface with a grid-like pattern and some light interaction, but the resolution is insufficient to reveal fine details or realistic wood grain. The lighting is present but does not compensate for the lack of texture fidelity, resulting in a flat, artificial appearance. There is little variation between frames, contributing to a static feel. Overall, Visual Quality is poor (score 1).\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video content. The core elements—massive wall of raw planks, desaturated black-and-white presentation, and a clearly evolving crack—are not realized. Instead, the video presents a close-up of a textured surface with a faint crack, lacking the intended composition and narrative progression. This represents a severe misalignment with the prompt (score 1).\n\nPhysical/Common-sense Consistency:\nThe observed crack behavior appears physically implausible within the context of the prompt. The crack does not convincingly reflect real wood deformation under pressure, nor does it exhibit the expected gradual, upward-and-downward propagation. The scene lacks convincing material properties and realistic failure mechanics, indicating a fundamental inconsistency with common-sense expectations (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static medium shot, shot from a level angle, focuses on a massive wall of raw planks, nearly dominating the frame. These rough, unpolished boards are tightly joined together. A soft, slanting light, resembling that of a warm afternoon, streams in from the side, casting long, dramatic shadows across the wood, highlighting the wood's texture and every subtle indentation. The entire image is rendered in a desaturated black and white, allowing the varying shades and winding growth rings of the wood to appear strikingly distinct against the stark contrast. Under an invisible, continuously increasing pressure, the center of the wall began to groan almost imperceptibly. Then, a tiny crack quietly appeared. Like a black lightning, it slowly but steadily spread upward and downward, accompanied by the tiny cracking sound of wood fibers being torn. The jagged edges of the fracture were clearly visible, and tiny wood chips and dust fell from the ever-widening crack. The whole process took place in silence, creating a tranquil and healing atmosphere full of internal tension, conveying a complex emotion of fatigue, a sense of fate and a strange calm.",
+        "seed": 23731,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_0/index_5509_seed_23731_dp_1_rank_2_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.984375,
+        "video_score2_ta": 1.0625,
+        "video_score2_mq": 1.390625,
+        "video_score2_overall": 4.4375,
+        "avg": 4.4375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static medium shot, shot from a level angle, focuses on a massive wall of raw planks, nearly dominating the frame. These rough, unpolished boards are tightly joined together. A soft, slanting light, resembling that of a warm afternoon, streams in from the side, casting long, dramatic shadows across the wood, highlighting the wood's texture and every subtle indentation. The entire image is rendered in a desaturated black and white, allowing the varying shades and winding growth rings of the wood to appear strikingly distinct against the stark contrast. Under an invisible, continuously increasing pressure, the center of the wall began to groan almost imperceptibly. Then, a tiny crack quietly appeared. Like a black lightning, it slowly but steadily spread upward and downward, accompanied by the tiny cracking sound of wood fibers being torn. The jagged edges of the fracture were clearly visible, and tiny wood chips and dust fell from the ever-widening crack. The whole process took place in silence, creating a tranquil and healing atmosphere full of internal tension, conveying a complex emotion of fatigue, a sense of fate and a strange calm.",
+                "token_credit_reward": 4.4375,
+                "selected_reward": 4.4375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static medium shot focusing on a massive wall of raw planks, with a soft slanting light from the side, desaturated in black and white, and a progressive crack spreading through the wood under increasing pressure. In practice, the video does not realize these specifics: the footage remains dark and lacks clear plank structure, lighting cues, or the dramatic crack progression. The overall alignment to the prompt is poor, with only a vague sense of a wall and some light-like elements, while the key narrative elements (texture emphasis, dynamic crack evolution, and atmospheric mood) are not convincingly depicted.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals are consistently low in clarity. The frames are dark with limited detail, and there is little discernible texture or structure. The resolution appears insufficient to reveal meaningful features, and any perceived noise or grain dominates rather than enhances detail. Overall, the video presents a poor visual quality with minimal usable detail.\n\nText-to-Video Alignment Analysis:\nThere is a substantial gap between the textual description and what is shown. The video fails to convey the massive wall of raw planks, the precise lighting, the desaturated palette, and the progressive crack development. The alignment is weak, with only superficial cues such as a dark surface and some light hints, and no convincing depiction of the described dynamics.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, the scene does not demonstrate plausible wood deformation or crack propagation under pressure. The lack of visible texture, realistic material response, or coherent crack behavior undermines common-sense expectations. The result is a scene that feels technically underdeveloped and physically inconsistent with the described scenario.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.984375,
+                    "TA": 1.0625,
+                    "MQ": 1.390625,
+                    "Overall": 4.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static medium shot focusing on a massive wall of raw planks, with a soft slanting light from the side, desaturated in black and white, and a progressive crack spreading through the wood under increasing pressure. In practice, the video does not realize these specifics: the footage remains dark and lacks clear plank structure, lighting cues, or the dramatic crack progression. The overall alignment to the prompt is poor, with only a vague sense of a wall and some light-like elements, while the key narrative elements (texture emphasis, dynamic crack evolution, and atmospheric mood) are not convincingly depicted.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals are consistently low in clarity. The frames are dark with limited detail, and there is little discernible texture or structure. The resolution appears insufficient to reveal meaningful features, and any perceived noise or grain dominates rather than enhances detail. Overall, the video presents a poor visual quality with minimal usable detail.\n\nText-to-Video Alignment Analysis:\nThere is a substantial gap between the textual description and what is shown. The video fails to convey the massive wall of raw planks, the precise lighting, the desaturated palette, and the progressive crack development. The alignment is weak, with only superficial cues such as a dark surface and some light hints, and no convincing depiction of the described dynamics.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, the scene does not demonstrate plausible wood deformation or crack propagation under pressure. The lack of visible texture, realistic material response, or coherent crack behavior undermines common-sense expectations. The result is a scene that feels technically underdeveloped and physically inconsistent with the described scenario.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static medium shot, shot from a level angle, focuses on a massive wall of raw planks, nearly dominating the frame. These rough, unpolished boards are tightly joined together. A soft, slanting light, resembling that of a warm afternoon, streams in from the side, casting long, dramatic shadows across the wood, highlighting the wood's texture and every subtle indentation. The entire image is rendered in a desaturated black and white, allowing the varying shades and winding growth rings of the wood to appear strikingly distinct against the stark contrast. Under an invisible, continuously increasing pressure, the center of the wall began to groan almost imperceptibly. Then, a tiny crack quietly appeared. Like a black lightning, it slowly but steadily spread upward and downward, accompanied by the tiny cracking sound of wood fibers being torn. The jagged edges of the fracture were clearly visible, and tiny wood chips and dust fell from the ever-widening crack. The whole process took place in silence, creating a tranquil and healing atmosphere full of internal tension, conveying a complex emotion of fatigue, a sense of fate and a strange calm.",
+        "seed": 23732,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_0/index_5509_seed_23732_dp_1_rank_2_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.46875,
+        "video_score2_ta": 1.609375,
+        "video_score2_mq": 2.046875,
+        "video_score2_overall": 5.125,
+        "avg": 5.125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static medium shot, shot from a level angle, focuses on a massive wall of raw planks, nearly dominating the frame. These rough, unpolished boards are tightly joined together. A soft, slanting light, resembling that of a warm afternoon, streams in from the side, casting long, dramatic shadows across the wood, highlighting the wood's texture and every subtle indentation. The entire image is rendered in a desaturated black and white, allowing the varying shades and winding growth rings of the wood to appear strikingly distinct against the stark contrast. Under an invisible, continuously increasing pressure, the center of the wall began to groan almost imperceptibly. Then, a tiny crack quietly appeared. Like a black lightning, it slowly but steadily spread upward and downward, accompanied by the tiny cracking sound of wood fibers being torn. The jagged edges of the fracture were clearly visible, and tiny wood chips and dust fell from the ever-widening crack. The whole process took place in silence, creating a tranquil and healing atmosphere full of internal tension, conveying a complex emotion of fatigue, a sense of fate and a strange calm.",
+                "token_credit_reward": 5.125,
+                "selected_reward": 5.125,
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+                ],
+                "credit_map_shape": [
+                    3,
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+                    32
+                ],
+                "top_frames": [
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static medium shot focusing on a massive wall of raw planks, with a soft slanting light from the side, desaturated in black and white, and a progressive crack appearing under increasing pressure. In practice, the video does not convincingly realize these specifics; the overall alignment to the prompt is weak.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals are consistently low in clarity. The imagery is grainy and dark, with limited detail and noticeable noise. The lighting is uneven and often harsh, reducing legibility of textures. The resolution appears insufficient to reveal fine features, and motion between frames is minimal, resulting in a generally poor viewing experience. Overall Visual Quality is rated 2/5.\n\nText-to-Video Alignment Analysis:\nThe video fails to capture key elements of the prompt. There is no clear depiction of a massive wall of raw planks dominating the frame, nor convincing depiction of a soft, slanting light or desaturated palette. The crack progression and the described dynamic are not convincingly portrayed, and the scene lacks the intended atmospheric tension. Alignment is poor, effectively 2/5.\n\nPhysical/Common-sense Consistency:\nThere is some basic plausibility in the crack’s appearance and its gradual spread, but the lack of contextual cues and the inconsistent lighting undermine realism. The sequence does not convincingly demonstrate the described physical behavior, yielding a moderate level of consistency at 3/5.\n\nGround-truth scores (for reference): Visual Quality 2, Text-to-Video Alignment 2, Physical Consistency 3.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.46875,
+                    "TA": 1.609375,
+                    "MQ": 2.046875,
+                    "Overall": 5.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static medium shot focusing on a massive wall of raw planks, with a soft slanting light from the side, desaturated in black and white, and a progressive crack appearing under increasing pressure. In practice, the video does not convincingly realize these specifics; the overall alignment to the prompt is weak.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals are consistently low in clarity. The imagery is grainy and dark, with limited detail and noticeable noise. The lighting is uneven and often harsh, reducing legibility of textures. The resolution appears insufficient to reveal fine features, and motion between frames is minimal, resulting in a generally poor viewing experience. Overall Visual Quality is rated 2/5.\n\nText-to-Video Alignment Analysis:\nThe video fails to capture key elements of the prompt. There is no clear depiction of a massive wall of raw planks dominating the frame, nor convincing depiction of a soft, slanting light or desaturated palette. The crack progression and the described dynamic are not convincingly portrayed, and the scene lacks the intended atmospheric tension. Alignment is poor, effectively 2/5.\n\nPhysical/Common-sense Consistency:\nThere is some basic plausibility in the crack’s appearance and its gradual spread, but the lack of contextual cues and the inconsistent lighting undermine realism. The sequence does not convincingly demonstrate the described physical behavior, yielding a moderate level of consistency at 3/5.\n\nGround-truth scores (for reference): Visual Quality 2, Text-to-Video Alignment 2, Physical Consistency 3.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_1/index_tensor([6970, 6970])_group_1_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_1/index_tensor([6970, 6970])_group_1_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..d614f9dc433b76b6f676036a5aab8a50a3d7879b
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_1/index_tensor([6970, 6970])_group_1_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "tight, low-angle, close-up shot follows a knight as he gallops along the winding Great Wall. The camera synchronizes with the horse's pace, capturing every powerful moment. The knight, clad in a deep blue cloth robe, his wide sleeves and tied-up black hair dancing wildly in the wind, his face stern, his gaze blazing, his lips pursed with an unyielding resolve. He sits firmly in the saddle, his body rising and falling with the rhythm of the horse's pace. One hand grips the reins, the other hanging naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him, its muscles bulging, its mane billowing. Its hooves tread a swift and powerful rhythm on the weathered gray bricks, stirring up fine dust. The backdrop is dusk, with the low sun casting a golden afterglow across the rolling hills, casting long shadows across the mottled walls of the Great Wall. The distant sky exhibits a magnificent gradient from orange to indigo. The entire scene is imbued with a sense of speed and power. Against this desolate and majestic backdrop, it creates an epic atmosphere of loneliness, grandeur, and a distinctly Chinese classical martial arts style.",
+        "seed": 20205,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_1/index_6970_seed_20205_dp_2_rank_4_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.984375,
+        "video_score2_ta": 2.65625,
+        "video_score2_mq": 3.109375,
+        "video_score2_overall": 8.75,
+        "avg": 8.75,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "tight, low-angle, close-up shot follows a knight as he gallops along the winding Great Wall. The camera synchronizes with the horse's pace, capturing every powerful moment. The knight, clad in a deep blue cloth robe, his wide sleeves and tied-up black hair dancing wildly in the wind, his face stern, his gaze blazing, his lips pursed with an unyielding resolve. He sits firmly in the saddle, his body rising and falling with the rhythm of the horse's pace. One hand grips the reins, the other hanging naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him, its muscles bulging, its mane billowing. Its hooves tread a swift and powerful rhythm on the weathered gray bricks, stirring up fine dust. The backdrop is dusk, with the low sun casting a golden afterglow across the rolling hills, casting long shadows across the mottled walls of the Great Wall. The distant sky exhibits a magnificent gradient from orange to indigo. The entire scene is imbued with a sense of speed and power. Against this desolate and majestic backdrop, it creates an epic atmosphere of loneliness, grandeur, and a distinctly Chinese classical martial arts style.",
+                "token_credit_reward": 8.75,
+                "selected_reward": 8.75,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a tight, low-angle, close-up shot following a knight galloping along the winding Great Wall, with the camera synchronized to the horse's pace, and a dusk setting with a golden afterglow. In practice, the video presents a figure in traditional attire on a wall-like structure, but several key elements are not convincingly realized. The low-angle, dynamic motion is not clearly achieved, and the distinctive features of a true Great Wall gallop are not strongly conveyed. The lighting and color palette capture some atmospheric cues, yet the overall alignment to the prompt remains limited.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution with some softness and occasional compression artifacts. The dusk lighting and warm tones are present, contributing to mood, but there are minor inconsistencies in sharpness and color grading across shots. The sequence feels cohesive visually, though it does not reach high-fidelity detail or pristine rendering.\n\nText-to-Video Alignment Analysis:\nAlignment to the prompt is limited (score 2). While the scene includes a figure in traditional robes on a wall and a dusk ambiance, crucial prompt elements are underrepresented: the low-angle, tight framing; the galloping motion with the horse's powerful rhythm; and the precise depiction of the Great Wall setting. The result is a partial match that conveys a generic historical vibe rather than faithful execution of the specific prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible anatomy, posture, and environmental lighting, with no obvious physics violations. However, the absence of strong motion cues and the mismatch between the described dynamic action and what is shown introduce mild inconsistencies with the intended scenario, preventing a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.984375,
+                    "TA": 2.65625,
+                    "MQ": 3.109375,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a tight, low-angle, close-up shot following a knight galloping along the winding Great Wall, with the camera synchronized to the horse's pace, and a dusk setting with a golden afterglow. In practice, the video presents a figure in traditional attire on a wall-like structure, but several key elements are not convincingly realized. The low-angle, dynamic motion is not clearly achieved, and the distinctive features of a true Great Wall gallop are not strongly conveyed. The lighting and color palette capture some atmospheric cues, yet the overall alignment to the prompt remains limited.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution with some softness and occasional compression artifacts. The dusk lighting and warm tones are present, contributing to mood, but there are minor inconsistencies in sharpness and color grading across shots. The sequence feels cohesive visually, though it does not reach high-fidelity detail or pristine rendering.\n\nText-to-Video Alignment Analysis:\nAlignment to the prompt is limited (score 2). While the scene includes a figure in traditional robes on a wall and a dusk ambiance, crucial prompt elements are underrepresented: the low-angle, tight framing; the galloping motion with the horse's powerful rhythm; and the precise depiction of the Great Wall setting. The result is a partial match that conveys a generic historical vibe rather than faithful execution of the specific prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible anatomy, posture, and environmental lighting, with no obvious physics violations. However, the absence of strong motion cues and the mismatch between the described dynamic action and what is shown introduce mild inconsistencies with the intended scenario, preventing a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "tight, low-angle, close-up shot follows a knight as he gallops along the winding Great Wall. The camera synchronizes with the horse's pace, capturing every powerful moment. The knight, clad in a deep blue cloth robe, his wide sleeves and tied-up black hair dancing wildly in the wind, his face stern, his gaze blazing, his lips pursed with an unyielding resolve. He sits firmly in the saddle, his body rising and falling with the rhythm of the horse's pace. One hand grips the reins, the other hanging naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him, its muscles bulging, its mane billowing. Its hooves tread a swift and powerful rhythm on the weathered gray bricks, stirring up fine dust. The backdrop is dusk, with the low sun casting a golden afterglow across the rolling hills, casting long shadows across the mottled walls of the Great Wall. The distant sky exhibits a magnificent gradient from orange to indigo. The entire scene is imbued with a sense of speed and power. Against this desolate and majestic backdrop, it creates an epic atmosphere of loneliness, grandeur, and a distinctly Chinese classical martial arts style.",
+        "seed": 20206,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_1/index_6970_seed_20206_dp_2_rank_4_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.78125,
+        "video_score2_ta": 2.140625,
+        "video_score2_mq": 2.84375,
+        "video_score2_overall": 7.78125,
+        "avg": 7.765625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "tight, low-angle, close-up shot follows a knight as he gallops along the winding Great Wall. The camera synchronizes with the horse's pace, capturing every powerful moment. The knight, clad in a deep blue cloth robe, his wide sleeves and tied-up black hair dancing wildly in the wind, his face stern, his gaze blazing, his lips pursed with an unyielding resolve. He sits firmly in the saddle, his body rising and falling with the rhythm of the horse's pace. One hand grips the reins, the other hanging naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him, its muscles bulging, its mane billowing. Its hooves tread a swift and powerful rhythm on the weathered gray bricks, stirring up fine dust. The backdrop is dusk, with the low sun casting a golden afterglow across the rolling hills, casting long shadows across the mottled walls of the Great Wall. The distant sky exhibits a magnificent gradient from orange to indigo. The entire scene is imbued with a sense of speed and power. Against this desolate and majestic backdrop, it creates an epic atmosphere of loneliness, grandeur, and a distinctly Chinese classical martial arts style.",
+                "token_credit_reward": 7.78125,
+                "selected_reward": 7.78125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a tight, low-angle, close-up shot following a knight galloping along the winding Great Wall, with the camera synchronized to the horse's pace and a dramatic sunset backdrop. In practice, the video presents a static, stylized depiction that does not realize the dynamic action described. The core elements—knight, horse, and active gallop—are missing; instead we see a single figure in robes near a wall with no motion or interaction. The alignment to the prompt is therefore severely limited.\n\nVisual Quality Analysis:\nThe visuals adopt a painterly, anime-inspired aesthetic with decent resolution but noticeable softness and some artifacting. Colors and lighting convey a dusk mood, yet overall sharpness and detail are lacking, giving a deliberately non-photorealistic look. The result is a moderate level of visual quality rather than a high-fidelity rendering.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the produced content. The essential components (knight, horse, galloping action, and dynamic camera movement) are absent; the scene remains largely static and does not capture the intended narrative energy. This represents a severe misalignment with the original creative direction.\n\nPhysical/Common-sense Consistency Analysis:\nWithin the stylized framework, basic spatial relationships and lighting are coherent, and there are no obvious physical contradictions. However, the lack of motion and interaction reduces perceived realism and narrative plausibility. Overall, physical consistency is acceptable for a stylized piece but does not compensate for the missing dynamic elements.\n\nOverall assessment:\nThe video demonstrates technical skill in rendering a consistent artistic style but fails to deliver the kinetic energy and narrative fidelity requested by the prompt. The scores reflect a moderate Visual Quality, a severe Text-to-Video Alignment gap, and a moderate level of Physical Consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 1,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.78125,
+                    "TA": 2.140625,
+                    "MQ": 2.84375,
+                    "Overall": 7.78125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a tight, low-angle, close-up shot following a knight galloping along the winding Great Wall, with the camera synchronized to the horse's pace and a dramatic sunset backdrop. In practice, the video presents a static, stylized depiction that does not realize the dynamic action described. The core elements—knight, horse, and active gallop—are missing; instead we see a single figure in robes near a wall with no motion or interaction. The alignment to the prompt is therefore severely limited.\n\nVisual Quality Analysis:\nThe visuals adopt a painterly, anime-inspired aesthetic with decent resolution but noticeable softness and some artifacting. Colors and lighting convey a dusk mood, yet overall sharpness and detail are lacking, giving a deliberately non-photorealistic look. The result is a moderate level of visual quality rather than a high-fidelity rendering.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the produced content. The essential components (knight, horse, galloping action, and dynamic camera movement) are absent; the scene remains largely static and does not capture the intended narrative energy. This represents a severe misalignment with the original creative direction.\n\nPhysical/Common-sense Consistency Analysis:\nWithin the stylized framework, basic spatial relationships and lighting are coherent, and there are no obvious physical contradictions. However, the lack of motion and interaction reduces perceived realism and narrative plausibility. Overall, physical consistency is acceptable for a stylized piece but does not compensate for the missing dynamic elements.\n\nOverall assessment:\nThe video demonstrates technical skill in rendering a consistent artistic style but fails to deliver the kinetic energy and narrative fidelity requested by the prompt. The scores reflect a moderate Visual Quality, a severe Text-to-Video Alignment gap, and a moderate level of Physical Consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "tight, low-angle, close-up shot follows a knight as he gallops along the winding Great Wall. The camera synchronizes with the horse's pace, capturing every powerful moment. The knight, clad in a deep blue cloth robe, his wide sleeves and tied-up black hair dancing wildly in the wind, his face stern, his gaze blazing, his lips pursed with an unyielding resolve. He sits firmly in the saddle, his body rising and falling with the rhythm of the horse's pace. One hand grips the reins, the other hanging naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him, its muscles bulging, its mane billowing. Its hooves tread a swift and powerful rhythm on the weathered gray bricks, stirring up fine dust. The backdrop is dusk, with the low sun casting a golden afterglow across the rolling hills, casting long shadows across the mottled walls of the Great Wall. The distant sky exhibits a magnificent gradient from orange to indigo. The entire scene is imbued with a sense of speed and power. Against this desolate and majestic backdrop, it creates an epic atmosphere of loneliness, grandeur, and a distinctly Chinese classical martial arts style.",
+        "seed": 20207,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_1/index_6970_seed_20207_dp_3_rank_6_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.875,
+        "video_score2_ta": 2.140625,
+        "video_score2_mq": 3.078125,
+        "video_score2_overall": 8.0625,
+        "avg": 8.09375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "tight, low-angle, close-up shot follows a knight as he gallops along the winding Great Wall. The camera synchronizes with the horse's pace, capturing every powerful moment. The knight, clad in a deep blue cloth robe, his wide sleeves and tied-up black hair dancing wildly in the wind, his face stern, his gaze blazing, his lips pursed with an unyielding resolve. He sits firmly in the saddle, his body rising and falling with the rhythm of the horse's pace. One hand grips the reins, the other hanging naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him, its muscles bulging, its mane billowing. Its hooves tread a swift and powerful rhythm on the weathered gray bricks, stirring up fine dust. The backdrop is dusk, with the low sun casting a golden afterglow across the rolling hills, casting long shadows across the mottled walls of the Great Wall. The distant sky exhibits a magnificent gradient from orange to indigo. The entire scene is imbued with a sense of speed and power. Against this desolate and majestic backdrop, it creates an epic atmosphere of loneliness, grandeur, and a distinctly Chinese classical martial arts style.",
+                "token_credit_reward": 8.0625,
+                "selected_reward": 8.0625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a tight, low-angle, close-up shot following a knight galloping along the winding Great Wall. The camera should synchronize with the horse's pace to capture every powerful moment. The knight wears a deep blue cloth robe with wide sleeves, has tied-up black hair that dances in the wind, a stern face, and a blazing gaze. He sits firmly in the saddle, body rising and falling with the horse's rhythm. One hand grips the reins while the other hangs naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him shows muscular definition, a billowing mane, and hooves that strike the weathered gray bricks with a swift, powerful rhythm, stirring up fine dust. The backdrop is dusk with a low sun casting a golden afterglow across rolling hills, long shadows across the mottled walls of the Great Wall, and a distant sky with an orange-to-indigo gradient. The scene aims for speed and power, an epic mood of loneliness, grandeur, and a distinctly Chinese classical martial arts aesthetic.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but not outstanding. The resolution is adequate and lighting remains consistent with a dusk ambiance, yet some frames show mild softness or compression artifacts that slightly reduce sharpness. The color grading supports the warm golden-hour tones, and the composition remains stable with a cinematic feel. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements such as a knight figure, blue robes, a low-angle framing, and a dusky setting. However, key aspects of the prompt are not realized: there is no clearly visible horse or galloping motion, and the dynamic interaction between rider and mount is missing. The result is a partial alignment where some surface features match but the central action and character dynamics are underrepresented. Overall, Text-to-Video Alignment is moderate (score 3).\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible anatomy, lighting, and environmental details, with no obvious physical contradictions. Yet the absence of the horse and riding motion reduces the perceived realism of the intended action, leaving the depiction technically sound but narratively incomplete. Overall, Physical Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.875,
+                    "TA": 2.140625,
+                    "MQ": 3.078125,
+                    "Overall": 8.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a tight, low-angle, close-up shot following a knight galloping along the winding Great Wall. The camera should synchronize with the horse's pace to capture every powerful moment. The knight wears a deep blue cloth robe with wide sleeves, has tied-up black hair that dances in the wind, a stern face, and a blazing gaze. He sits firmly in the saddle, body rising and falling with the horse's rhythm. One hand grips the reins while the other hangs naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him shows muscular definition, a billowing mane, and hooves that strike the weathered gray bricks with a swift, powerful rhythm, stirring up fine dust. The backdrop is dusk with a low sun casting a golden afterglow across rolling hills, long shadows across the mottled walls of the Great Wall, and a distant sky with an orange-to-indigo gradient. The scene aims for speed and power, an epic mood of loneliness, grandeur, and a distinctly Chinese classical martial arts aesthetic.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but not outstanding. The resolution is adequate and lighting remains consistent with a dusk ambiance, yet some frames show mild softness or compression artifacts that slightly reduce sharpness. The color grading supports the warm golden-hour tones, and the composition remains stable with a cinematic feel. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements such as a knight figure, blue robes, a low-angle framing, and a dusky setting. However, key aspects of the prompt are not realized: there is no clearly visible horse or galloping motion, and the dynamic interaction between rider and mount is missing. The result is a partial alignment where some surface features match but the central action and character dynamics are underrepresented. Overall, Text-to-Video Alignment is moderate (score 3).\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible anatomy, lighting, and environmental details, with no obvious physical contradictions. Yet the absence of the horse and riding motion reduces the perceived realism of the intended action, leaving the depiction technically sound but narratively incomplete. Overall, Physical Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "tight, low-angle, close-up shot follows a knight as he gallops along the winding Great Wall. The camera synchronizes with the horse's pace, capturing every powerful moment. The knight, clad in a deep blue cloth robe, his wide sleeves and tied-up black hair dancing wildly in the wind, his face stern, his gaze blazing, his lips pursed with an unyielding resolve. He sits firmly in the saddle, his body rising and falling with the rhythm of the horse's pace. One hand grips the reins, the other hanging naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him, its muscles bulging, its mane billowing. Its hooves tread a swift and powerful rhythm on the weathered gray bricks, stirring up fine dust. The backdrop is dusk, with the low sun casting a golden afterglow across the rolling hills, casting long shadows across the mottled walls of the Great Wall. The distant sky exhibits a magnificent gradient from orange to indigo. The entire scene is imbued with a sense of speed and power. Against this desolate and majestic backdrop, it creates an epic atmosphere of loneliness, grandeur, and a distinctly Chinese classical martial arts style.",
+        "seed": 20208,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_1/index_6970_seed_20208_dp_3_rank_6_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.84375,
+        "video_score2_ta": 2.65625,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 8.5,
+        "avg": 8.5,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "tight, low-angle, close-up shot follows a knight as he gallops along the winding Great Wall. The camera synchronizes with the horse's pace, capturing every powerful moment. The knight, clad in a deep blue cloth robe, his wide sleeves and tied-up black hair dancing wildly in the wind, his face stern, his gaze blazing, his lips pursed with an unyielding resolve. He sits firmly in the saddle, his body rising and falling with the rhythm of the horse's pace. One hand grips the reins, the other hanging naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him, its muscles bulging, its mane billowing. Its hooves tread a swift and powerful rhythm on the weathered gray bricks, stirring up fine dust. The backdrop is dusk, with the low sun casting a golden afterglow across the rolling hills, casting long shadows across the mottled walls of the Great Wall. The distant sky exhibits a magnificent gradient from orange to indigo. The entire scene is imbued with a sense of speed and power. Against this desolate and majestic backdrop, it creates an epic atmosphere of loneliness, grandeur, and a distinctly Chinese classical martial arts style.",
+                "token_credit_reward": 8.5,
+                "selected_reward": 8.5,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a tight, low-angle, close-up shot following a knight galloping along the winding Great Wall. The camera should synchronize with the horse's pace to capture every powerful moment. The knight wears a deep blue cloth robe with wide sleeves and has tied-up black hair that dances in the wind. His face is stern, his gaze blazing, and his lips pursed with resolve. He sits firmly in the saddle, body rising and falling with the horse's rhythm. One hand grips the reins while the other hangs naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him shows muscular definition and a mane that billows. Its hooves move with a swift, powerful rhythm on weathered gray bricks, stirring up fine dust. The backdrop is dusk with a low sun casting a golden afterglow across rolling hills and long shadows across the mottled walls of the Great Wall. The distant sky shows a magnificent gradient from orange to indigo. The scene aims for speed and power, set against a desolate yet majestic backdrop to evoke epic loneliness, grandeur, and a distinctly Chinese classical martial arts style.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but not outstanding. The resolution is adequate and the lighting conveys a dusky atmosphere, with a consistent color palette and a convincing silhouette. However, there are occasional minor artifacts and slight softness in some frames, which prevents a higher-end impression. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a low-angle composition and a knight figure with a stern expression. Yet key aspects of the prompt are not realized: there is no clearly visible horse or active galloping motion, and the dynamic interaction between rider and mount is missing. The result is a partial alignment where the setting and character mood align, but the central action described in the prompt is absent. This yields a moderate level of alignment overall.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and environmental coherence; the knight’s posture and the wall backdrop feel believable within the frame. The absence of the horse and motion reduces the perceived realism of the intended action, but there are no glaring logical inconsistencies in the static depiction. Overall, physical consistency remains acceptable but not strongly convincing given the missing dynamic element.\n\nGround-truth scores (for reference): Visual Quality 3, Text-to-Video Alignment 3, Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.84375,
+                    "TA": 2.65625,
+                    "MQ": 3.0,
+                    "Overall": 8.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a tight, low-angle, close-up shot following a knight galloping along the winding Great Wall. The camera should synchronize with the horse's pace to capture every powerful moment. The knight wears a deep blue cloth robe with wide sleeves and has tied-up black hair that dances in the wind. His face is stern, his gaze blazing, and his lips pursed with resolve. He sits firmly in the saddle, body rising and falling with the horse's rhythm. One hand grips the reins while the other hangs naturally at his side. A simple longsword scabbard hangs from a belt at his waist. The black steed beneath him shows muscular definition and a mane that billows. Its hooves move with a swift, powerful rhythm on weathered gray bricks, stirring up fine dust. The backdrop is dusk with a low sun casting a golden afterglow across rolling hills and long shadows across the mottled walls of the Great Wall. The distant sky shows a magnificent gradient from orange to indigo. The scene aims for speed and power, set against a desolate yet majestic backdrop to evoke epic loneliness, grandeur, and a distinctly Chinese classical martial arts style.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but not outstanding. The resolution is adequate and the lighting conveys a dusky atmosphere, with a consistent color palette and a convincing silhouette. However, there are occasional minor artifacts and slight softness in some frames, which prevents a higher-end impression. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a low-angle composition and a knight figure with a stern expression. Yet key aspects of the prompt are not realized: there is no clearly visible horse or active galloping motion, and the dynamic interaction between rider and mount is missing. The result is a partial alignment where the setting and character mood align, but the central action described in the prompt is absent. This yields a moderate level of alignment overall.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and environmental coherence; the knight’s posture and the wall backdrop feel believable within the frame. The absence of the horse and motion reduces the perceived realism of the intended action, but there are no glaring logical inconsistencies in the static depiction. Overall, physical consistency remains acceptable but not strongly convincing given the missing dynamic element.\n\nGround-truth scores (for reference): Visual Quality 3, Text-to-Video Alignment 3, Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_10/index_tensor([9550, 9550])_group_10_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_10/index_tensor([9550, 9550])_group_10_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..40ef6dcc89e935529df839130bac9cdfb5337a3a
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_10/index_tensor([9550, 9550])_group_10_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "high-angle, tightly framed shot begins a slow, deliberate descent, the camera tilting downward as if peering into the past, into a sun-drenched archaeological pit where layers of fertile, dark earth and lighter, sandy soil form stratified walls. The camera's focus traces the intricate lines of a partially excavated Roman mosaic floor, where small, delicate tiles made of stone and stained glass, in shades of deep blue, terracotta red, and brilliant white, form images of mythological scenes. A pair of weathered, mud-stained hands work intently; one hand holds a small, wooden-handled brush with soft, natural bristles, carefully removing the last tiny traces of dried earth from the tiles. With each gentle, circular stroke of the brush, vibrant colors once hidden for millennia are revealed, appearing almost wet and luminous in the direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic plays of light and shadow, highlighting the texture of each tile and the surrounding granular soil, creating an atmosphere of profound quiet, reverence, and focused discovery.",
+        "seed": 4778,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_10/index_9550_seed_4778_dp_20_rank_40_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.8828125,
+        "video_score2_ta": 2.171875,
+        "video_score2_mq": 2.953125,
+        "video_score2_overall": 7.0,
+        "avg": 7.0078125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle, tightly framed shot begins a slow, deliberate descent, the camera tilting downward as if peering into the past, into a sun-drenched archaeological pit where layers of fertile, dark earth and lighter, sandy soil form stratified walls. The camera's focus traces the intricate lines of a partially excavated Roman mosaic floor, where small, delicate tiles made of stone and stained glass, in shades of deep blue, terracotta red, and brilliant white, form images of mythological scenes. A pair of weathered, mud-stained hands work intently; one hand holds a small, wooden-handled brush with soft, natural bristles, carefully removing the last tiny traces of dried earth from the tiles. With each gentle, circular stroke of the brush, vibrant colors once hidden for millennia are revealed, appearing almost wet and luminous in the direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic plays of light and shadow, highlighting the texture of each tile and the surrounding granular soil, creating an atmosphere of profound quiet, reverence, and focused discovery.",
+                "token_credit_reward": 7.0,
+                "selected_reward": 7.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, tightly framed shot that descends slowly, tilting downward toward a sun-drenched archaeological pit. It envisions layers of fertile, dark earth and lighter sandy soil forming stratified walls, with the camera focusing on a partially excavated Roman mosaic floor whose small stone and stained glass tiles appear in deep blues, terracotta reds, and bright whites, forming mythological scenes. A pair of weathered, mud-stained hands work intently, using a small wooden-handled brush with soft bristles to carefully remove dried earth from the tiles. With each gentle, circular stroke, vibrant colors are revealed, appearing almost wet and luminous in direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic light and shadow that highlight tile textures and surrounding soil, conveying a mood of profound quiet, reverence, and focused discovery.\n\nVisual Quality Assessment:\nAcross the frames, the overall visual quality is moderate. There is some blur and softness that reduce fine detail, but the scene remains legible and coherent. Lighting is warm and consistent, with decent contrast between lit tiles and shaded areas. The resolution is adequate though not sharp, and there are no major distortions or artifacts. The sequence appears stable with smooth transitions, and depth cues are present though not highly pronounced. Overall, the visuals convey the intended atmosphere without achieving high-fidelity realism.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements of the prompt, including a downward camera motion, visible mosaic tiles, and hands at work with a brush. However, several key aspects are underrepresented or ambiguous: the high-angle, tightly framed composition is not strongly realized, and the mythological content and color palette are not clearly depicted. The lighting and shadows align with the described sun-drenched setting, and the general mood is conveyed, but the alignment to the full textual description remains partial rather than complete.\n\nPhysical Consistency (Common-sense):\nThe excavation activity appears plausible, with careful hand movements and tool use that resemble authentic archaeological techniques. The scene maintains believable spatial relationships and lighting, supporting a credible depiction of meticulous discovery. Some details are simplified, but the overall physical behavior and environmental interactions feel coherent and credible.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.8828125,
+                    "TA": 2.171875,
+                    "MQ": 2.953125,
+                    "Overall": 7.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, tightly framed shot that descends slowly, tilting downward toward a sun-drenched archaeological pit. It envisions layers of fertile, dark earth and lighter sandy soil forming stratified walls, with the camera focusing on a partially excavated Roman mosaic floor whose small stone and stained glass tiles appear in deep blues, terracotta reds, and bright whites, forming mythological scenes. A pair of weathered, mud-stained hands work intently, using a small wooden-handled brush with soft bristles to carefully remove dried earth from the tiles. With each gentle, circular stroke, vibrant colors are revealed, appearing almost wet and luminous in direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic light and shadow that highlight tile textures and surrounding soil, conveying a mood of profound quiet, reverence, and focused discovery.\n\nVisual Quality Assessment:\nAcross the frames, the overall visual quality is moderate. There is some blur and softness that reduce fine detail, but the scene remains legible and coherent. Lighting is warm and consistent, with decent contrast between lit tiles and shaded areas. The resolution is adequate though not sharp, and there are no major distortions or artifacts. The sequence appears stable with smooth transitions, and depth cues are present though not highly pronounced. Overall, the visuals convey the intended atmosphere without achieving high-fidelity realism.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements of the prompt, including a downward camera motion, visible mosaic tiles, and hands at work with a brush. However, several key aspects are underrepresented or ambiguous: the high-angle, tightly framed composition is not strongly realized, and the mythological content and color palette are not clearly depicted. The lighting and shadows align with the described sun-drenched setting, and the general mood is conveyed, but the alignment to the full textual description remains partial rather than complete.\n\nPhysical Consistency (Common-sense):\nThe excavation activity appears plausible, with careful hand movements and tool use that resemble authentic archaeological techniques. The scene maintains believable spatial relationships and lighting, supporting a credible depiction of meticulous discovery. Some details are simplified, but the overall physical behavior and environmental interactions feel coherent and credible.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "high-angle, tightly framed shot begins a slow, deliberate descent, the camera tilting downward as if peering into the past, into a sun-drenched archaeological pit where layers of fertile, dark earth and lighter, sandy soil form stratified walls. The camera's focus traces the intricate lines of a partially excavated Roman mosaic floor, where small, delicate tiles made of stone and stained glass, in shades of deep blue, terracotta red, and brilliant white, form images of mythological scenes. A pair of weathered, mud-stained hands work intently; one hand holds a small, wooden-handled brush with soft, natural bristles, carefully removing the last tiny traces of dried earth from the tiles. With each gentle, circular stroke of the brush, vibrant colors once hidden for millennia are revealed, appearing almost wet and luminous in the direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic plays of light and shadow, highlighting the texture of each tile and the surrounding granular soil, creating an atmosphere of profound quiet, reverence, and focused discovery.",
+        "seed": 4779,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_10/index_9550_seed_4779_dp_20_rank_40_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.765625,
+        "video_score2_ta": 1.828125,
+        "video_score2_mq": 2.265625,
+        "video_score2_overall": 5.875,
+        "avg": 5.859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle, tightly framed shot begins a slow, deliberate descent, the camera tilting downward as if peering into the past, into a sun-drenched archaeological pit where layers of fertile, dark earth and lighter, sandy soil form stratified walls. The camera's focus traces the intricate lines of a partially excavated Roman mosaic floor, where small, delicate tiles made of stone and stained glass, in shades of deep blue, terracotta red, and brilliant white, form images of mythological scenes. A pair of weathered, mud-stained hands work intently; one hand holds a small, wooden-handled brush with soft, natural bristles, carefully removing the last tiny traces of dried earth from the tiles. With each gentle, circular stroke of the brush, vibrant colors once hidden for millennia are revealed, appearing almost wet and luminous in the direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic plays of light and shadow, highlighting the texture of each tile and the surrounding granular soil, creating an atmosphere of profound quiet, reverence, and focused discovery.",
+                "token_credit_reward": 5.875,
+                "selected_reward": 5.875,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, tightly framed shot that descends slowly, tilting downward into a sun-drenched archaeological pit. It envisions layers of fertile, dark earth and lighter, sandy soil forming stratified walls, with the camera focusing on a partially excavated Roman mosaic floor whose small, delicate tiles in blue, terracotta red, and white reveal mythological scenes. Weathered, mud-stained hands hold a small wooden-handled brush with soft bristles, making careful, deliberate motions to expose the tiles. The scene is bathed in warm, filtered sunlight, producing a golden glow and strong light/shadow contrasts that highlight tile textures and soil granularity, conveying a mood of reverent discovery.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is limited. The resolution is modest and there is noticeable grain/noise, especially in darker regions. Lighting is warm and directional, but some areas lack sharp detail due to compression or noise. The hands and brush are identifiable, yet fine textures (mosaic seams, tile edges) are not consistently crisp. The sequence remains stable with no major distortions, but the image fidelity does not reach high-detail levels. Overall, Visual Quality aligns with a lower-mid score rather than a high-fidelity presentation.\n\nText-to-Video Alignment Analysis:\nThe video captures several elements of the prompt—close-up framing of hands at work, visible brush, and a sunlit setting with warm tones. However, key aspects are underrepresented: the high-angle, tight framing and the described descent/tilt are not clearly realized, and the mosaic floor details and mythological motifs are not distinctly visible. The alignment is partial: some cues match, others are missing or ambiguous, resulting in a moderate level of correspondence.\n\nPhysical Consistency / Common-sense:\nThe depicted actions appear physically plausible: hands manipulate the brush with controlled, deliberate motions, and lighting/shadows behave consistently with a sunlit excavation scene. There are no obvious violations of physics or common-sense expectations. Some minor ambiguities in depth perception and scale exist, but they do not undermine overall coherence. Overall, Physical Consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.765625,
+                    "TA": 1.828125,
+                    "MQ": 2.265625,
+                    "Overall": 5.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, tightly framed shot that descends slowly, tilting downward into a sun-drenched archaeological pit. It envisions layers of fertile, dark earth and lighter, sandy soil forming stratified walls, with the camera focusing on a partially excavated Roman mosaic floor whose small, delicate tiles in blue, terracotta red, and white reveal mythological scenes. Weathered, mud-stained hands hold a small wooden-handled brush with soft bristles, making careful, deliberate motions to expose the tiles. The scene is bathed in warm, filtered sunlight, producing a golden glow and strong light/shadow contrasts that highlight tile textures and soil granularity, conveying a mood of reverent discovery.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is limited. The resolution is modest and there is noticeable grain/noise, especially in darker regions. Lighting is warm and directional, but some areas lack sharp detail due to compression or noise. The hands and brush are identifiable, yet fine textures (mosaic seams, tile edges) are not consistently crisp. The sequence remains stable with no major distortions, but the image fidelity does not reach high-detail levels. Overall, Visual Quality aligns with a lower-mid score rather than a high-fidelity presentation.\n\nText-to-Video Alignment Analysis:\nThe video captures several elements of the prompt—close-up framing of hands at work, visible brush, and a sunlit setting with warm tones. However, key aspects are underrepresented: the high-angle, tight framing and the described descent/tilt are not clearly realized, and the mosaic floor details and mythological motifs are not distinctly visible. The alignment is partial: some cues match, others are missing or ambiguous, resulting in a moderate level of correspondence.\n\nPhysical Consistency / Common-sense:\nThe depicted actions appear physically plausible: hands manipulate the brush with controlled, deliberate motions, and lighting/shadows behave consistently with a sunlit excavation scene. There are no obvious violations of physics or common-sense expectations. Some minor ambiguities in depth perception and scale exist, but they do not undermine overall coherence. Overall, Physical Consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "high-angle, tightly framed shot begins a slow, deliberate descent, the camera tilting downward as if peering into the past, into a sun-drenched archaeological pit where layers of fertile, dark earth and lighter, sandy soil form stratified walls. The camera's focus traces the intricate lines of a partially excavated Roman mosaic floor, where small, delicate tiles made of stone and stained glass, in shades of deep blue, terracotta red, and brilliant white, form images of mythological scenes. A pair of weathered, mud-stained hands work intently; one hand holds a small, wooden-handled brush with soft, natural bristles, carefully removing the last tiny traces of dried earth from the tiles. With each gentle, circular stroke of the brush, vibrant colors once hidden for millennia are revealed, appearing almost wet and luminous in the direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic plays of light and shadow, highlighting the texture of each tile and the surrounding granular soil, creating an atmosphere of profound quiet, reverence, and focused discovery.",
+        "seed": 4780,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_10/index_9550_seed_4780_dp_21_rank_42_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.734375,
+        "video_score2_ta": 1.578125,
+        "video_score2_mq": 2.3125,
+        "video_score2_overall": 5.625,
+        "avg": 5.625,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "high-angle, tightly framed shot begins a slow, deliberate descent, the camera tilting downward as if peering into the past, into a sun-drenched archaeological pit where layers of fertile, dark earth and lighter, sandy soil form stratified walls. The camera's focus traces the intricate lines of a partially excavated Roman mosaic floor, where small, delicate tiles made of stone and stained glass, in shades of deep blue, terracotta red, and brilliant white, form images of mythological scenes. A pair of weathered, mud-stained hands work intently; one hand holds a small, wooden-handled brush with soft, natural bristles, carefully removing the last tiny traces of dried earth from the tiles. With each gentle, circular stroke of the brush, vibrant colors once hidden for millennia are revealed, appearing almost wet and luminous in the direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic plays of light and shadow, highlighting the texture of each tile and the surrounding granular soil, creating an atmosphere of profound quiet, reverence, and focused discovery.",
+                "token_credit_reward": 5.625,
+                "selected_reward": 5.625,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, tightly framed shot that descends slowly, focusing on a sun-drenched archaeological pit with layered earth and a Roman mosaic floor being carefully excavated by weathered hands using a small wooden-handled brush. The scene is intended to reveal vibrant colors under warm sunlight, emphasizing a reverent mood of focused discovery.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is limited. The resolution is modest and there is noticeable blur, especially in the background and fine mosaic details. Lighting is dim and uneven, reducing contrast and making some areas hard to discern. Color reproduction is muted, with desaturated tones dominating the frame. There are occasional compression artifacts and slight instability between frames, contributing to a sense of reduced sharpness. Overall, the footage reads as low-to-moderate quality rather than crisp or polished.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt. The frames show close-up views of hands working on a mosaic-like surface, which aligns with the idea of careful excavation. However, several key elements from the prompt are not clearly realized: the high-angle, tightly framed shot with a descending camera movement is not evident, and the lighting does not convincingly convey a sun-drenched setting. The mosaic details and color palette described in the prompt are not vividly represented due to the blur and muted tones. In sum, the alignment is moderate: some aspects match, but important prompt cues are missing or underrepresented.\n\nPhysical Consistency (Common-sense):\nThe depicted actions—hands manipulating a tool over a mosaic surface and the general workflow of careful archaeological work—are plausible and coherent. The sequence remains physically sensible given the context. Some minor inconsistencies exist (e.g., lighting direction not clearly matching a sunlit scene, and the exact tool appearance being ambiguous), but they do not severely undermine overall plausibility.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.734375,
+                    "TA": 1.578125,
+                    "MQ": 2.3125,
+                    "Overall": 5.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, tightly framed shot that descends slowly, focusing on a sun-drenched archaeological pit with layered earth and a Roman mosaic floor being carefully excavated by weathered hands using a small wooden-handled brush. The scene is intended to reveal vibrant colors under warm sunlight, emphasizing a reverent mood of focused discovery.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is limited. The resolution is modest and there is noticeable blur, especially in the background and fine mosaic details. Lighting is dim and uneven, reducing contrast and making some areas hard to discern. Color reproduction is muted, with desaturated tones dominating the frame. There are occasional compression artifacts and slight instability between frames, contributing to a sense of reduced sharpness. Overall, the footage reads as low-to-moderate quality rather than crisp or polished.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt. The frames show close-up views of hands working on a mosaic-like surface, which aligns with the idea of careful excavation. However, several key elements from the prompt are not clearly realized: the high-angle, tightly framed shot with a descending camera movement is not evident, and the lighting does not convincingly convey a sun-drenched setting. The mosaic details and color palette described in the prompt are not vividly represented due to the blur and muted tones. In sum, the alignment is moderate: some aspects match, but important prompt cues are missing or underrepresented.\n\nPhysical Consistency (Common-sense):\nThe depicted actions—hands manipulating a tool over a mosaic surface and the general workflow of careful archaeological work—are plausible and coherent. The sequence remains physically sensible given the context. Some minor inconsistencies exist (e.g., lighting direction not clearly matching a sunlit scene, and the exact tool appearance being ambiguous), but they do not severely undermine overall plausibility.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "high-angle, tightly framed shot begins a slow, deliberate descent, the camera tilting downward as if peering into the past, into a sun-drenched archaeological pit where layers of fertile, dark earth and lighter, sandy soil form stratified walls. The camera's focus traces the intricate lines of a partially excavated Roman mosaic floor, where small, delicate tiles made of stone and stained glass, in shades of deep blue, terracotta red, and brilliant white, form images of mythological scenes. A pair of weathered, mud-stained hands work intently; one hand holds a small, wooden-handled brush with soft, natural bristles, carefully removing the last tiny traces of dried earth from the tiles. With each gentle, circular stroke of the brush, vibrant colors once hidden for millennia are revealed, appearing almost wet and luminous in the direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic plays of light and shadow, highlighting the texture of each tile and the surrounding granular soil, creating an atmosphere of profound quiet, reverence, and focused discovery.",
+        "seed": 4781,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_10/index_9550_seed_4781_dp_21_rank_42_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.375,
+        "video_score2_ta": 1.171875,
+        "video_score2_mq": 1.8828125,
+        "video_score2_overall": 5.4375,
+        "avg": 5.4296875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle, tightly framed shot begins a slow, deliberate descent, the camera tilting downward as if peering into the past, into a sun-drenched archaeological pit where layers of fertile, dark earth and lighter, sandy soil form stratified walls. The camera's focus traces the intricate lines of a partially excavated Roman mosaic floor, where small, delicate tiles made of stone and stained glass, in shades of deep blue, terracotta red, and brilliant white, form images of mythological scenes. A pair of weathered, mud-stained hands work intently; one hand holds a small, wooden-handled brush with soft, natural bristles, carefully removing the last tiny traces of dried earth from the tiles. With each gentle, circular stroke of the brush, vibrant colors once hidden for millennia are revealed, appearing almost wet and luminous in the direct sunlight. The low-angle afternoon sun filters through the pit, casting a warm golden glow and creating dramatic plays of light and shadow, highlighting the texture of each tile and the surrounding granular soil, creating an atmosphere of profound quiet, reverence, and focused discovery.",
+                "token_credit_reward": 5.4375,
+                "selected_reward": 5.4375,
+                "frame_importance": [
+                    0.21613188087940216,
+                    0.49509674310684204,
+                    0.288771390914917
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, tightly framed shot that descends slowly, tilting downward toward a sun-drenched archaeological pit. It envisions layers of earth forming stratified walls, a partially excavated Roman mosaic floor with small stone and stained glass tiles in deep blue, terracotta red, and white, depicting mythological scenes. A pair of weathered, mud-stained hands work with a small wooden-handled brush to reveal vibrant colors beneath dried earth, under warm, dramatic lighting.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by severe blur and out-of-focus rendering. The foreground shows a hand with a brush, but fine details are largely indistinct due to heavy softness. The background remains indistinct and lacks sharp definition. Lighting is warm and directional, producing a golden tone, but this does not compensate for the overall lack of clarity. The sequence appears relatively stable, yet the pervasive blur yields a consistently low level of detail throughout. Overall, Visual Quality is poor (score 1).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: a hand with a brush and some warm lighting are present, and the scene has an archaeological feel. However, key elements described in the prompt — a clearly visible high-angle, tightly framed shot with a descending tilt, distinct Roman mosaic floor with specific color patterns and mythological motifs, and a clearly depicted archaeological pit with layered earth — are not convincingly realized. The result is a moderate alignment: some aspects match, but many core prompt details are missing or unclear. Overall, Text-to-Video Alignment is moderate (score 3).\n\nPhysical Consistency / Common-sense:\nThe hand movements and tool handling appear plausible within an excavation context, and the lighting/shadows are coherent with a sunlit setting. Yet the extreme blur and limited detail reduce confidence in precise physical cues, making some interactions ambiguous. Overall, Physical Consistency is moderate (score 3).\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.375,
+                    "TA": 1.171875,
+                    "MQ": 1.8828125,
+                    "Overall": 5.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, tightly framed shot that descends slowly, tilting downward toward a sun-drenched archaeological pit. It envisions layers of earth forming stratified walls, a partially excavated Roman mosaic floor with small stone and stained glass tiles in deep blue, terracotta red, and white, depicting mythological scenes. A pair of weathered, mud-stained hands work with a small wooden-handled brush to reveal vibrant colors beneath dried earth, under warm, dramatic lighting.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by severe blur and out-of-focus rendering. The foreground shows a hand with a brush, but fine details are largely indistinct due to heavy softness. The background remains indistinct and lacks sharp definition. Lighting is warm and directional, producing a golden tone, but this does not compensate for the overall lack of clarity. The sequence appears relatively stable, yet the pervasive blur yields a consistently low level of detail throughout. Overall, Visual Quality is poor (score 1).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: a hand with a brush and some warm lighting are present, and the scene has an archaeological feel. However, key elements described in the prompt — a clearly visible high-angle, tightly framed shot with a descending tilt, distinct Roman mosaic floor with specific color patterns and mythological motifs, and a clearly depicted archaeological pit with layered earth — are not convincingly realized. The result is a moderate alignment: some aspects match, but many core prompt details are missing or unclear. Overall, Text-to-Video Alignment is moderate (score 3).\n\nPhysical Consistency / Common-sense:\nThe hand movements and tool handling appear plausible within an excavation context, and the lighting/shadows are coherent with a sunlit setting. Yet the extreme blur and limited detail reduce confidence in precise physical cues, making some interactions ambiguous. Overall, Physical Consistency is moderate (score 3).\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_11/index_tensor([7296, 7296])_group_11_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_11/index_tensor([7296, 7296])_group_11_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..5044025d43a9d1f1527a1096d9712580c551df88
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_11/index_tensor([7296, 7296])_group_11_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, low-angle, medium shot frames a white enameled front-loading washing machine, tucked tightly beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool light from an unseen source casts long, deep shadows, creating a tense atmosphere and imbuing the device with a faint, sterile sheen. Initially dormant, the machine begins its spin cycle with a low rumble that quickly escalates into a violent, convulsive shudder. Its entire frame creaks unsteadily, slamming violently against adjacent cabinets as it struggles with its severely unbalanced load. Through the round glass door, a chaotic, watery blur of tumbling laundry can be seen, intermittently slapping against the glass. The entire machine seems to leap and strain against its own casing, its violent, thrashing movements contrasting sharply with the gloomy silence surrounding it. A single, cold green LED on the control panel glows steadily, a cold witness to the mechanical frenzy.",
+        "seed": 30869,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_11/index_7296_seed_30869_dp_22_rank_44_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.4375,
+        "video_score2_ta": 2.109375,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 8.6875,
+        "avg": 8.671875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, low-angle, medium shot frames a white enameled front-loading washing machine, tucked tightly beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool light from an unseen source casts long, deep shadows, creating a tense atmosphere and imbuing the device with a faint, sterile sheen. Initially dormant, the machine begins its spin cycle with a low rumble that quickly escalates into a violent, convulsive shudder. Its entire frame creaks unsteadily, slamming violently against adjacent cabinets as it struggles with its severely unbalanced load. Through the round glass door, a chaotic, watery blur of tumbling laundry can be seen, intermittently slapping against the glass. The entire machine seems to leap and strain against its own casing, its violent, thrashing movements contrasting sharply with the gloomy silence surrounding it. A single, cold green LED on the control panel glows steadily, a cold witness to the mechanical frenzy.",
+                "token_credit_reward": 8.6875,
+                "selected_reward": 8.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, low-angle, medium-shot scene featuring a white front-loading washing machine tucked beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool lighting creates long shadows and a tense atmosphere, with the machine starting a spin cycle that intensifies into a violent, unbalanced load scenario. Through the round glass door, tumbling laundry is visible, and the sequence culminates in extreme, chaotic movement while a single cold green LED glows steadily.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are generally clear with stable framing and consistent lighting. The resolution is adequate, and there are no obvious distortions or artifacts. However, the sequence remains largely static, showing little motion between frames, which reduces the perceived dynamism of the intended action. Overall, visual quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: the setting (white front-loading machine, dim kitchen, low-angle view) is present, but the core dynamic events described—initial start, increasing intensity, and the chaotic spin—are not realized. The video captures the setup but misses the dramatic progression and motion, resulting in a moderate alignment score (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and realistic appliance proportions, with no evident physical inconsistencies. The lack of motion does not introduce any common-sense violations; it simply reflects a mismatch between the described action and what is shown. Overall, physical/common-sense consistency is moderate (3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.4375,
+                    "TA": 2.109375,
+                    "MQ": 3.125,
+                    "Overall": 8.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, low-angle, medium-shot scene featuring a white front-loading washing machine tucked beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool lighting creates long shadows and a tense atmosphere, with the machine starting a spin cycle that intensifies into a violent, unbalanced load scenario. Through the round glass door, tumbling laundry is visible, and the sequence culminates in extreme, chaotic movement while a single cold green LED glows steadily.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are generally clear with stable framing and consistent lighting. The resolution is adequate, and there are no obvious distortions or artifacts. However, the sequence remains largely static, showing little motion between frames, which reduces the perceived dynamism of the intended action. Overall, visual quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: the setting (white front-loading machine, dim kitchen, low-angle view) is present, but the core dynamic events described—initial start, increasing intensity, and the chaotic spin—are not realized. The video captures the setup but misses the dramatic progression and motion, resulting in a moderate alignment score (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and realistic appliance proportions, with no evident physical inconsistencies. The lack of motion does not introduce any common-sense violations; it simply reflects a mismatch between the described action and what is shown. Overall, physical/common-sense consistency is moderate (3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, low-angle, medium shot frames a white enameled front-loading washing machine, tucked tightly beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool light from an unseen source casts long, deep shadows, creating a tense atmosphere and imbuing the device with a faint, sterile sheen. Initially dormant, the machine begins its spin cycle with a low rumble that quickly escalates into a violent, convulsive shudder. Its entire frame creaks unsteadily, slamming violently against adjacent cabinets as it struggles with its severely unbalanced load. Through the round glass door, a chaotic, watery blur of tumbling laundry can be seen, intermittently slapping against the glass. The entire machine seems to leap and strain against its own casing, its violent, thrashing movements contrasting sharply with the gloomy silence surrounding it. A single, cold green LED on the control panel glows steadily, a cold witness to the mechanical frenzy.",
+        "seed": 30870,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_11/index_7296_seed_30870_dp_22_rank_44_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.03125,
+        "video_score2_ta": 2.015625,
+        "video_score2_mq": 2.875,
+        "video_score2_overall": 7.9375,
+        "avg": 7.921875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, low-angle, medium shot frames a white enameled front-loading washing machine, tucked tightly beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool light from an unseen source casts long, deep shadows, creating a tense atmosphere and imbuing the device with a faint, sterile sheen. Initially dormant, the machine begins its spin cycle with a low rumble that quickly escalates into a violent, convulsive shudder. Its entire frame creaks unsteadily, slamming violently against adjacent cabinets as it struggles with its severely unbalanced load. Through the round glass door, a chaotic, watery blur of tumbling laundry can be seen, intermittently slapping against the glass. The entire machine seems to leap and strain against its own casing, its violent, thrashing movements contrasting sharply with the gloomy silence surrounding it. A single, cold green LED on the control panel glows steadily, a cold witness to the mechanical frenzy.",
+                "token_credit_reward": 7.9375,
+                "selected_reward": 7.9375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence featuring a white front-loading washing machine under a dark laminate countertop in a dim kitchen, with a low-angle, medium-shot framing. It emphasizes an initial spin cycle that intensifies into a violent, unbalanced load, culminating in dramatic, chaotic movement while a single green LED remains steady. In the actual video, the visuals do not realize these events; the sequence remains largely static and the described progression is not depicted.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are consistently dim and blue-tinted, with limited detail due to low lighting. The resolution is adequate but not sharp, and there are no obvious artifacts or distortions. The scene is largely static, offering little motion or dynamic texture. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and the video. The core narrative—dynamic spinning, escalating intensity, and a visibly chaotic interior through the glass door—is not realized. The footage remains static, with only a faint, sterile sheen and a single green LED providing minimal alignment. This results in a very weak alignment score (score 1).\n\nPhysical/Common-sense Consistency:\nThe depiction does not convincingly reflect real-world physics or common-sense expectations for a washing machine under stress. The lack of motion, absence of visible internal activity, and flat lighting undermine plausible behavior and cause-effect relationships. Overall, Physical/Common-sense Consistency is poor (score 1).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 1; Physical/Common-sense Consistency 1.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 3.03125,
+                    "TA": 2.015625,
+                    "MQ": 2.875,
+                    "Overall": 7.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence featuring a white front-loading washing machine under a dark laminate countertop in a dim kitchen, with a low-angle, medium-shot framing. It emphasizes an initial spin cycle that intensifies into a violent, unbalanced load, culminating in dramatic, chaotic movement while a single green LED remains steady. In the actual video, the visuals do not realize these events; the sequence remains largely static and the described progression is not depicted.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are consistently dim and blue-tinted, with limited detail due to low lighting. The resolution is adequate but not sharp, and there are no obvious artifacts or distortions. The scene is largely static, offering little motion or dynamic texture. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and the video. The core narrative—dynamic spinning, escalating intensity, and a visibly chaotic interior through the glass door—is not realized. The footage remains static, with only a faint, sterile sheen and a single green LED providing minimal alignment. This results in a very weak alignment score (score 1).\n\nPhysical/Common-sense Consistency:\nThe depiction does not convincingly reflect real-world physics or common-sense expectations for a washing machine under stress. The lack of motion, absence of visible internal activity, and flat lighting undermine plausible behavior and cause-effect relationships. Overall, Physical/Common-sense Consistency is poor (score 1).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 1; Physical/Common-sense Consistency 1.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, low-angle, medium shot frames a white enameled front-loading washing machine, tucked tightly beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool light from an unseen source casts long, deep shadows, creating a tense atmosphere and imbuing the device with a faint, sterile sheen. Initially dormant, the machine begins its spin cycle with a low rumble that quickly escalates into a violent, convulsive shudder. Its entire frame creaks unsteadily, slamming violently against adjacent cabinets as it struggles with its severely unbalanced load. Through the round glass door, a chaotic, watery blur of tumbling laundry can be seen, intermittently slapping against the glass. The entire machine seems to leap and strain against its own casing, its violent, thrashing movements contrasting sharply with the gloomy silence surrounding it. A single, cold green LED on the control panel glows steadily, a cold witness to the mechanical frenzy.",
+        "seed": 30871,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_11/index_7296_seed_30871_dp_23_rank_46_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.125,
+        "video_score2_ta": 2.09375,
+        "video_score2_mq": 3.140625,
+        "video_score2_overall": 8.375,
+        "avg": 8.359375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, low-angle, medium shot frames a white enameled front-loading washing machine, tucked tightly beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool light from an unseen source casts long, deep shadows, creating a tense atmosphere and imbuing the device with a faint, sterile sheen. Initially dormant, the machine begins its spin cycle with a low rumble that quickly escalates into a violent, convulsive shudder. Its entire frame creaks unsteadily, slamming violently against adjacent cabinets as it struggles with its severely unbalanced load. Through the round glass door, a chaotic, watery blur of tumbling laundry can be seen, intermittently slapping against the glass. The entire machine seems to leap and strain against its own casing, its violent, thrashing movements contrasting sharply with the gloomy silence surrounding it. A single, cold green LED on the control panel glows steadily, a cold witness to the mechanical frenzy.",
+                "token_credit_reward": 8.375,
+                "selected_reward": 8.375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, low-angle, medium-shot scene featuring a white enameled front-loading washing machine tucked beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool lighting creates long shadows and a tense atmosphere, with the machine starting a spin cycle that intensifies into a violent, unbalanced load scenario. Through the round glass door, tumbling laundry is visible, and the sequence culminates in extreme, chaotic movement while a single cold green LED on the control panel remains steady.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are generally clear with decent detail and stable framing. The lighting supports the moody, cool-toned aesthetic, and there are no obvious distortions or artifacts. However, the sequence appears relatively static with limited motion progression, which reduces the perceived dynamism of the scene. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt — a white front-loading machine, a dim kitchen setting, and a low-angle view with a prominent green LED. Yet the essential dynamic events described in the prompt — the spin cycle escalation, the chaotic movement of laundry, and the dramatic, unbalanced behavior — are not realized. The result is a partial alignment where the static aspects align but the kinetic narrative is underdeveloped. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and realistic appliance proportions, with consistent lighting and reflections. The lack of motion does not introduce physical contradictions; it simply limits the depiction of the intended mechanical drama. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.125,
+                    "TA": 2.09375,
+                    "MQ": 3.140625,
+                    "Overall": 8.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, low-angle, medium-shot scene featuring a white enameled front-loading washing machine tucked beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool lighting creates long shadows and a tense atmosphere, with the machine starting a spin cycle that intensifies into a violent, unbalanced load scenario. Through the round glass door, tumbling laundry is visible, and the sequence culminates in extreme, chaotic movement while a single cold green LED on the control panel remains steady.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are generally clear with decent detail and stable framing. The lighting supports the moody, cool-toned aesthetic, and there are no obvious distortions or artifacts. However, the sequence appears relatively static with limited motion progression, which reduces the perceived dynamism of the scene. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt — a white front-loading machine, a dim kitchen setting, and a low-angle view with a prominent green LED. Yet the essential dynamic events described in the prompt — the spin cycle escalation, the chaotic movement of laundry, and the dramatic, unbalanced behavior — are not realized. The result is a partial alignment where the static aspects align but the kinetic narrative is underdeveloped. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and realistic appliance proportions, with consistent lighting and reflections. The lack of motion does not introduce physical contradictions; it simply limits the depiction of the intended mechanical drama. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, low-angle, medium shot frames a white enameled front-loading washing machine, tucked tightly beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool light from an unseen source casts long, deep shadows, creating a tense atmosphere and imbuing the device with a faint, sterile sheen. Initially dormant, the machine begins its spin cycle with a low rumble that quickly escalates into a violent, convulsive shudder. Its entire frame creaks unsteadily, slamming violently against adjacent cabinets as it struggles with its severely unbalanced load. Through the round glass door, a chaotic, watery blur of tumbling laundry can be seen, intermittently slapping against the glass. The entire machine seems to leap and strain against its own casing, its violent, thrashing movements contrasting sharply with the gloomy silence surrounding it. A single, cold green LED on the control panel glows steadily, a cold witness to the mechanical frenzy.",
+        "seed": 30872,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_11/index_7296_seed_30872_dp_23_rank_46_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.234375,
+        "video_score2_ta": 2.015625,
+        "video_score2_mq": 3.09375,
+        "video_score2_overall": 8.375,
+        "avg": 8.34375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, low-angle, medium shot frames a white enameled front-loading washing machine, tucked tightly beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool light from an unseen source casts long, deep shadows, creating a tense atmosphere and imbuing the device with a faint, sterile sheen. Initially dormant, the machine begins its spin cycle with a low rumble that quickly escalates into a violent, convulsive shudder. Its entire frame creaks unsteadily, slamming violently against adjacent cabinets as it struggles with its severely unbalanced load. Through the round glass door, a chaotic, watery blur of tumbling laundry can be seen, intermittently slapping against the glass. The entire machine seems to leap and strain against its own casing, its violent, thrashing movements contrasting sharply with the gloomy silence surrounding it. A single, cold green LED on the control panel glows steadily, a cold witness to the mechanical frenzy.",
+                "token_credit_reward": 8.375,
+                "selected_reward": 8.375,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, low-angle, medium-shot scene featuring a white enameled front-loading washing machine tucked beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool lighting creates long shadows and a tense atmosphere, with the machine starting a spin cycle that intensifies into a violent, unbalanced load scenario. Through the round glass door, tumbling laundry is visible, and the sequence culminates in extreme, chaotic movement while a single LED glows steadily.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are generally clear with stable framing and consistent lighting. The resolution is adequate, and there are no obvious distortions or artifacts. However, the sequence remains largely static, with minimal motion between frames, which reduces the perceived dynamism of the intended action. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several prompt elements such as the static framing, low-angle view, medium shot, white front-loading machine, dark countertop, and dim lighting with a cool tint. Yet the core dynamic events described in the prompt — the spin cycle progression, the increasing intensity, the chaotic water/laundry motion, and the dramatic, unbalanced behavior — are not realized. The alignment is therefore moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and realistic lighting, but the expected mechanical behavior and dramatic dynamics are missing. The absence of the described motion and interactions makes the sequence inconsistent with common-sense expectations for a washing machine under stress, resulting in a low score (2).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 3.234375,
+                    "TA": 2.015625,
+                    "MQ": 3.09375,
+                    "Overall": 8.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, low-angle, medium-shot scene featuring a white enameled front-loading washing machine tucked beneath a dark laminate countertop in a dimly lit kitchen. The sparse, cool lighting creates long shadows and a tense atmosphere, with the machine starting a spin cycle that intensifies into a violent, unbalanced load scenario. Through the round glass door, tumbling laundry is visible, and the sequence culminates in extreme, chaotic movement while a single LED glows steadily.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are generally clear with stable framing and consistent lighting. The resolution is adequate, and there are no obvious distortions or artifacts. However, the sequence remains largely static, with minimal motion between frames, which reduces the perceived dynamism of the intended action. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several prompt elements such as the static framing, low-angle view, medium shot, white front-loading machine, dark countertop, and dim lighting with a cool tint. Yet the core dynamic events described in the prompt — the spin cycle progression, the increasing intensity, the chaotic water/laundry motion, and the dramatic, unbalanced behavior — are not realized. The alignment is therefore moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and realistic lighting, but the expected mechanical behavior and dramatic dynamics are missing. The absence of the described motion and interactions makes the sequence inconsistent with common-sense expectations for a washing machine under stress, resulting in a low score (2).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 2"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_12/index_tensor([2930, 2930])_group_12_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_12/index_tensor([2930, 2930])_group_12_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..68825091772d3683de6ea66a4ce7bb3f80e97bc0
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_12/index_tensor([2930, 2930])_group_12_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "mesmerizingly static, eye-level time-lapse unfolds, rendered in the stunning 4K detail of a vivid Monet painting. A vibrant kiwi vine serves as the central subject, its large, heart-shaped leaves forming a rich tapestry of vibrant emerald and lime green, inexorably climbing the rustic wooden lattice. Dappled sunlight filters through the invisible overhead canopy, creating shimmering, ever-shifting shadows across the scene, the light itself resembling a thick, visible smear of golden paint. In the accelerated flow of time, new, delicate tendrils gracefully unfurl and spiral outward, seeking purchase on the weathered wood, while existing leaves subtly shift and expand. The entire visual, composed of soft, broken brushstrokes that blur the hard edges of the forms, perfectly captures the fleeting, impressionistic nature of the sun-drenched garden and creates an atmosphere of tranquil, beautiful organic growth.",
+        "seed": 18669,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_12/index_2930_seed_18669_dp_24_rank_48_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.328125,
+        "video_score2_ta": 2.0,
+        "video_score2_mq": 3.203125,
+        "video_score2_overall": 7.5,
+        "avg": 7.53125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "mesmerizingly static, eye-level time-lapse unfolds, rendered in the stunning 4K detail of a vivid Monet painting. A vibrant kiwi vine serves as the central subject, its large, heart-shaped leaves forming a rich tapestry of vibrant emerald and lime green, inexorably climbing the rustic wooden lattice. Dappled sunlight filters through the invisible overhead canopy, creating shimmering, ever-shifting shadows across the scene, the light itself resembling a thick, visible smear of golden paint. In the accelerated flow of time, new, delicate tendrils gracefully unfurl and spiral outward, seeking purchase on the weathered wood, while existing leaves subtly shift and expand. The entire visual, composed of soft, broken brushstrokes that blur the hard edges of the forms, perfectly captures the fleeting, impressionistic nature of the sun-drenched garden and creates an atmosphere of tranquil, beautiful organic growth.",
+                "token_credit_reward": 7.5,
+                "selected_reward": 7.5,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a mesmerizingly static, eye-level time-lapse of a vivid Monet-inspired garden scene featuring a kiwi vine with large, heart-shaped leaves climbing a rustic wooden lattice, with dappled sunlight filtering through an overhead canopy, soft brushstroke textures, and an impressionistic, sun-drenched atmosphere. The video, however, does not fully realize these dynamic elements; the sequence remains largely static with limited temporal progression, and the overall motion is minimal.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show some blur and softness, but essential structure—such as the lattice and leaves—remains identifiable. There is mild inconsistency in sharpness across frames, yet no severe distortions or artifacts dominate the scene. The result is acceptable but not crisp, reflecting a mid-range quality level rather than high-fidelity rendering.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video includes the basic components (vine on a lattice, foliage, and a sunlit ambiance), but key aspects of the prompt—specifically the time-lapse progression, the vivid Monet-like brushwork, and the dynamic growth of the vine—are underrepresented. The scene lacks the intended motion and evolving composition, though the core subject matter aligns with the description.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). Lighting, perspective, and object relationships appear plausible and coherent, with no obvious physical contradictions. The scene maintains believable spatial arrangement and material properties, even though the motion and growth dynamics are not demonstrated.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.328125,
+                    "TA": 2.0,
+                    "MQ": 3.203125,
+                    "Overall": 7.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a mesmerizingly static, eye-level time-lapse of a vivid Monet-inspired garden scene featuring a kiwi vine with large, heart-shaped leaves climbing a rustic wooden lattice, with dappled sunlight filtering through an overhead canopy, soft brushstroke textures, and an impressionistic, sun-drenched atmosphere. The video, however, does not fully realize these dynamic elements; the sequence remains largely static with limited temporal progression, and the overall motion is minimal.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show some blur and softness, but essential structure—such as the lattice and leaves—remains identifiable. There is mild inconsistency in sharpness across frames, yet no severe distortions or artifacts dominate the scene. The result is acceptable but not crisp, reflecting a mid-range quality level rather than high-fidelity rendering.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video includes the basic components (vine on a lattice, foliage, and a sunlit ambiance), but key aspects of the prompt—specifically the time-lapse progression, the vivid Monet-like brushwork, and the dynamic growth of the vine—are underrepresented. The scene lacks the intended motion and evolving composition, though the core subject matter aligns with the description.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). Lighting, perspective, and object relationships appear plausible and coherent, with no obvious physical contradictions. The scene maintains believable spatial arrangement and material properties, even though the motion and growth dynamics are not demonstrated.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "mesmerizingly static, eye-level time-lapse unfolds, rendered in the stunning 4K detail of a vivid Monet painting. A vibrant kiwi vine serves as the central subject, its large, heart-shaped leaves forming a rich tapestry of vibrant emerald and lime green, inexorably climbing the rustic wooden lattice. Dappled sunlight filters through the invisible overhead canopy, creating shimmering, ever-shifting shadows across the scene, the light itself resembling a thick, visible smear of golden paint. In the accelerated flow of time, new, delicate tendrils gracefully unfurl and spiral outward, seeking purchase on the weathered wood, while existing leaves subtly shift and expand. The entire visual, composed of soft, broken brushstrokes that blur the hard edges of the forms, perfectly captures the fleeting, impressionistic nature of the sun-drenched garden and creates an atmosphere of tranquil, beautiful organic growth.",
+        "seed": 18670,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_12/index_2930_seed_18670_dp_24_rank_48_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.421875,
+        "video_score2_ta": 1.921875,
+        "video_score2_mq": 2.8125,
+        "video_score2_overall": 7.15625,
+        "avg": 7.15625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "mesmerizingly static, eye-level time-lapse unfolds, rendered in the stunning 4K detail of a vivid Monet painting. A vibrant kiwi vine serves as the central subject, its large, heart-shaped leaves forming a rich tapestry of vibrant emerald and lime green, inexorably climbing the rustic wooden lattice. Dappled sunlight filters through the invisible overhead canopy, creating shimmering, ever-shifting shadows across the scene, the light itself resembling a thick, visible smear of golden paint. In the accelerated flow of time, new, delicate tendrils gracefully unfurl and spiral outward, seeking purchase on the weathered wood, while existing leaves subtly shift and expand. The entire visual, composed of soft, broken brushstrokes that blur the hard edges of the forms, perfectly captures the fleeting, impressionistic nature of the sun-drenched garden and creates an atmosphere of tranquil, beautiful organic growth.",
+                "token_credit_reward": 7.15625,
+                "selected_reward": 7.15625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a mesmerizingly static, eye-level time-lapse of a vivid Monet-inspired garden scene featuring a kiwi vine with large, heart-shaped leaves climbing a rustic wooden lattice, with dappled sunlight filtering through an overhead canopy, soft brushstroke textures, and an impressionistic, sun-drenched atmosphere. The video, however, does not fully realize these dynamic elements; the sequence remains largely static with limited temporal progression, and the overall motion is minimal. While some aspects—such as the general color palette and the presence of a lattice backdrop—are present, the core kinetic and painterly characteristics described in the prompt are not convincingly realized.\n\nVisual Quality Analysis:\nAcross the frames, there is noticeable blur and softness that reduce sharpness, but the scene remains identifiable. The resolution is moderate rather than high, and fine details are not crisply resolved. Lighting appears natural and consistent, yet the lack of crispness and motion diminishes perceived clarity. Overall, the visual quality is below ideal but not severely degraded, aligning with a low-to-moderate score.\n\nText-to-Video Alignment Analysis:\nThe video includes several prompt-relevant elements (a kiwi vine with heart-shaped leaves, a wooden lattice backdrop, and a sunlit, impressionistic mood). However, key aspects of the prompt—specifically a clear time-lapse progression, visible leaf growth and tendril movement, and a pronounced brushstroke texture—are not convincingly demonstrated. The result shows partial alignment with the prompt, with notable gaps in dynamic rendering and painterly detail.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible botanical arrangement and lighting, with no obvious physical contradictions. Yet the absence of expected growth dynamics and motion reduces the sense of natural progression, making the depiction feel somewhat static and less convincing as a living garden. Overall, physical consistency is acceptable but not strongly convincing.\n\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 2,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 2.421875,
+                    "TA": 1.921875,
+                    "MQ": 2.8125,
+                    "Overall": 7.15625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a mesmerizingly static, eye-level time-lapse of a vivid Monet-inspired garden scene featuring a kiwi vine with large, heart-shaped leaves climbing a rustic wooden lattice, with dappled sunlight filtering through an overhead canopy, soft brushstroke textures, and an impressionistic, sun-drenched atmosphere. The video, however, does not fully realize these dynamic elements; the sequence remains largely static with limited temporal progression, and the overall motion is minimal. While some aspects—such as the general color palette and the presence of a lattice backdrop—are present, the core kinetic and painterly characteristics described in the prompt are not convincingly realized.\n\nVisual Quality Analysis:\nAcross the frames, there is noticeable blur and softness that reduce sharpness, but the scene remains identifiable. The resolution is moderate rather than high, and fine details are not crisply resolved. Lighting appears natural and consistent, yet the lack of crispness and motion diminishes perceived clarity. Overall, the visual quality is below ideal but not severely degraded, aligning with a low-to-moderate score.\n\nText-to-Video Alignment Analysis:\nThe video includes several prompt-relevant elements (a kiwi vine with heart-shaped leaves, a wooden lattice backdrop, and a sunlit, impressionistic mood). However, key aspects of the prompt—specifically a clear time-lapse progression, visible leaf growth and tendril movement, and a pronounced brushstroke texture—are not convincingly demonstrated. The result shows partial alignment with the prompt, with notable gaps in dynamic rendering and painterly detail.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible botanical arrangement and lighting, with no obvious physical contradictions. Yet the absence of expected growth dynamics and motion reduces the sense of natural progression, making the depiction feel somewhat static and less convincing as a living garden. Overall, physical consistency is acceptable but not strongly convincing.\n\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "mesmerizingly static, eye-level time-lapse unfolds, rendered in the stunning 4K detail of a vivid Monet painting. A vibrant kiwi vine serves as the central subject, its large, heart-shaped leaves forming a rich tapestry of vibrant emerald and lime green, inexorably climbing the rustic wooden lattice. Dappled sunlight filters through the invisible overhead canopy, creating shimmering, ever-shifting shadows across the scene, the light itself resembling a thick, visible smear of golden paint. In the accelerated flow of time, new, delicate tendrils gracefully unfurl and spiral outward, seeking purchase on the weathered wood, while existing leaves subtly shift and expand. The entire visual, composed of soft, broken brushstrokes that blur the hard edges of the forms, perfectly captures the fleeting, impressionistic nature of the sun-drenched garden and creates an atmosphere of tranquil, beautiful organic growth.",
+        "seed": 18671,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_12/index_2930_seed_18671_dp_25_rank_50_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.203125,
+        "video_score2_ta": 1.9609375,
+        "video_score2_mq": 3.0625,
+        "video_score2_overall": 7.21875,
+        "avg": 7.2265625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "mesmerizingly static, eye-level time-lapse unfolds, rendered in the stunning 4K detail of a vivid Monet painting. A vibrant kiwi vine serves as the central subject, its large, heart-shaped leaves forming a rich tapestry of vibrant emerald and lime green, inexorably climbing the rustic wooden lattice. Dappled sunlight filters through the invisible overhead canopy, creating shimmering, ever-shifting shadows across the scene, the light itself resembling a thick, visible smear of golden paint. In the accelerated flow of time, new, delicate tendrils gracefully unfurl and spiral outward, seeking purchase on the weathered wood, while existing leaves subtly shift and expand. The entire visual, composed of soft, broken brushstrokes that blur the hard edges of the forms, perfectly captures the fleeting, impressionistic nature of the sun-drenched garden and creates an atmosphere of tranquil, beautiful organic growth.",
+                "token_credit_reward": 7.21875,
+                "selected_reward": 7.21875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a mesmerizingly static, eye-level time-lapse of a vivid Monet-inspired garden scene featuring a kiwi vine with large, heart-shaped leaves on a rustic wooden lattice, with dappled sunlight filtering through an overhead canopy, dynamic leaf movement, and an impressionistic, sun-drenched atmosphere. The video, however, does not convincingly realize these elements at the requested level of detail or motion.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show some blur and softness, but essential shapes remain identifiable. There is mild inconsistency in sharpness across frames, yet no catastrophic distortions. The sequence remains legible, though fine details are not consistently crisp. The result is acceptable but not high-fidelity, reflecting a mid-range quality rather than a strong deficit or exceptional clarity.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). The video includes plant-like forms and a lattice-like background, but key prompt elements—specifically the kiwi vine identity, clearly defined large heart-shaped leaves, and the dynamic time-lapse progression—are not convincingly realized. The overall impression is closer to a static or slowly evolving scene rather than a vivid, motion-driven time-lapse, and the stylistic aim toward a Monet-like painterly effect is not achieved. The result shows only partial correspondence to the prompt, with notable gaps in subject fidelity and motion cues.\n\nPhysical Consistency (Common-sense):\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships among leaves, vines, and the lattice, with no obvious violations of basic physics. Some minor inconsistencies in lighting transitions and subtle motion cues exist, but they do not severely undermine overall coherence. The depiction remains believable as a garden scene, albeit without strong kinetic energy or detailed realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.203125,
+                    "TA": 1.9609375,
+                    "MQ": 3.0625,
+                    "Overall": 7.21875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a mesmerizingly static, eye-level time-lapse of a vivid Monet-inspired garden scene featuring a kiwi vine with large, heart-shaped leaves on a rustic wooden lattice, with dappled sunlight filtering through an overhead canopy, dynamic leaf movement, and an impressionistic, sun-drenched atmosphere. The video, however, does not convincingly realize these elements at the requested level of detail or motion.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show some blur and softness, but essential shapes remain identifiable. There is mild inconsistency in sharpness across frames, yet no catastrophic distortions. The sequence remains legible, though fine details are not consistently crisp. The result is acceptable but not high-fidelity, reflecting a mid-range quality rather than a strong deficit or exceptional clarity.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). The video includes plant-like forms and a lattice-like background, but key prompt elements—specifically the kiwi vine identity, clearly defined large heart-shaped leaves, and the dynamic time-lapse progression—are not convincingly realized. The overall impression is closer to a static or slowly evolving scene rather than a vivid, motion-driven time-lapse, and the stylistic aim toward a Monet-like painterly effect is not achieved. The result shows only partial correspondence to the prompt, with notable gaps in subject fidelity and motion cues.\n\nPhysical Consistency (Common-sense):\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships among leaves, vines, and the lattice, with no obvious violations of basic physics. Some minor inconsistencies in lighting transitions and subtle motion cues exist, but they do not severely undermine overall coherence. The depiction remains believable as a garden scene, albeit without strong kinetic energy or detailed realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "mesmerizingly static, eye-level time-lapse unfolds, rendered in the stunning 4K detail of a vivid Monet painting. A vibrant kiwi vine serves as the central subject, its large, heart-shaped leaves forming a rich tapestry of vibrant emerald and lime green, inexorably climbing the rustic wooden lattice. Dappled sunlight filters through the invisible overhead canopy, creating shimmering, ever-shifting shadows across the scene, the light itself resembling a thick, visible smear of golden paint. In the accelerated flow of time, new, delicate tendrils gracefully unfurl and spiral outward, seeking purchase on the weathered wood, while existing leaves subtly shift and expand. The entire visual, composed of soft, broken brushstrokes that blur the hard edges of the forms, perfectly captures the fleeting, impressionistic nature of the sun-drenched garden and creates an atmosphere of tranquil, beautiful organic growth.",
+        "seed": 18672,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_12/index_2930_seed_18672_dp_25_rank_50_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.59375,
+        "video_score2_ta": 2.265625,
+        "video_score2_mq": 3.296875,
+        "video_score2_overall": 8.1875,
+        "avg": 8.15625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "mesmerizingly static, eye-level time-lapse unfolds, rendered in the stunning 4K detail of a vivid Monet painting. A vibrant kiwi vine serves as the central subject, its large, heart-shaped leaves forming a rich tapestry of vibrant emerald and lime green, inexorably climbing the rustic wooden lattice. Dappled sunlight filters through the invisible overhead canopy, creating shimmering, ever-shifting shadows across the scene, the light itself resembling a thick, visible smear of golden paint. In the accelerated flow of time, new, delicate tendrils gracefully unfurl and spiral outward, seeking purchase on the weathered wood, while existing leaves subtly shift and expand. The entire visual, composed of soft, broken brushstrokes that blur the hard edges of the forms, perfectly captures the fleeting, impressionistic nature of the sun-drenched garden and creates an atmosphere of tranquil, beautiful organic growth.",
+                "token_credit_reward": 8.1875,
+                "selected_reward": 8.1875,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a mesmerizingly static, eye-level time-lapse of a vivid Monet-inspired garden scene featuring a kiwi vine with large, heart-shaped leaves climbing a rustic wooden lattice. Dappled sunlight filters through the overhead canopy, creating shimmering, dynamic shadows, with light resembling thick golden paint. In the accelerated flow of time, new tendrils unfurl and spiral outward, while existing leaves subtly shift and expand. The overall aesthetic should be soft, impressionistic, with blurred edges capturing the sun-drenched garden atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent but not exceptionally sharp. The resolution is adequate, yet there is noticeable softness and mild blur that reduce fine detail. The painterly, impressionistic look is present, with warm lighting and color tones that evoke a sun-drenched garden. There are no obvious distortions or artifacts, and transitions between frames are smooth. Overall, the visual quality is moderate rather than high, aligning with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—eye-level perspective, a garden setting with a lattice, and warm, dappled illumination. However, key specifics are not clearly realized: the kiwi vine identity is not definitively established, leaf shapes are not distinctly heart-shaped, and the described dynamic growth (unfurling tendrils, active leaf expansion) is not convincingly demonstrated. The result is a partial alignment where mood and composition are present but precise botanical details and growth dynamics are underrepresented. Overall, the alignment is moderate.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible physical relationships: leaves attach to the lattice, lighting behaves consistently, and spatial depth remains coherent. There are no evident violations of basic physics or common-sense expectations. The depiction is believable, though the absence of explicit growth motion reduces the sense of dynamic realism. Overall, physical consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.59375,
+                    "TA": 2.265625,
+                    "MQ": 3.296875,
+                    "Overall": 8.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a mesmerizingly static, eye-level time-lapse of a vivid Monet-inspired garden scene featuring a kiwi vine with large, heart-shaped leaves climbing a rustic wooden lattice. Dappled sunlight filters through the overhead canopy, creating shimmering, dynamic shadows, with light resembling thick golden paint. In the accelerated flow of time, new tendrils unfurl and spiral outward, while existing leaves subtly shift and expand. The overall aesthetic should be soft, impressionistic, with blurred edges capturing the sun-drenched garden atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent but not exceptionally sharp. The resolution is adequate, yet there is noticeable softness and mild blur that reduce fine detail. The painterly, impressionistic look is present, with warm lighting and color tones that evoke a sun-drenched garden. There are no obvious distortions or artifacts, and transitions between frames are smooth. Overall, the visual quality is moderate rather than high, aligning with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—eye-level perspective, a garden setting with a lattice, and warm, dappled illumination. However, key specifics are not clearly realized: the kiwi vine identity is not definitively established, leaf shapes are not distinctly heart-shaped, and the described dynamic growth (unfurling tendrils, active leaf expansion) is not convincingly demonstrated. The result is a partial alignment where mood and composition are present but precise botanical details and growth dynamics are underrepresented. Overall, the alignment is moderate.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible physical relationships: leaves attach to the lattice, lighting behaves consistently, and spatial depth remains coherent. There are no evident violations of basic physics or common-sense expectations. The depiction is believable, though the absence of explicit growth motion reduces the sense of dynamic realism. Overall, physical consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_13/index_tensor([1060, 1060])_group_13_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_13/index_tensor([1060, 1060])_group_13_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..01cc834b63ffb9b60a38273be1a6dfb2f69e8853
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_13/index_tensor([1060, 1060])_group_13_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "An extreme wide shot, filmed from a static, high-angle perspective, captures the sublime terror at the heart of a vast dust storm, its vortex meticulously composed with the mathematical precision of the golden ratio. A vast, swirling ribbon of sand, radiating an infernal ochre glow from within, forms a perfect spiral that dominates the frame. Trapped within this celestial vortex, the ancient spires of a lost desert city appear as stark black silhouettes against the bright, swirling dust. From the tallest central tower, a massive, heavily carved monolith visibly cracks and breaks free from its ancient anchors. The stone's surface, etched with the faint outlines of forgotten symbols, deliberately tilts before it begins its descent. It plummets silently, tumbling gracefully in eerie slow motion into the thick ochre abyss below, disappearing silently into the swirling vortex, creating an awe-inspiring atmosphere of cosmic destruction and a profound, wordless finale.",
+        "seed": 8483,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_13/index_1060_seed_8483_dp_26_rank_52_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.9453125,
+        "video_score2_ta": 1.65625,
+        "video_score2_mq": 2.484375,
+        "video_score2_overall": 6.0625,
+        "avg": 6.0859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme wide shot, filmed from a static, high-angle perspective, captures the sublime terror at the heart of a vast dust storm, its vortex meticulously composed with the mathematical precision of the golden ratio. A vast, swirling ribbon of sand, radiating an infernal ochre glow from within, forms a perfect spiral that dominates the frame. Trapped within this celestial vortex, the ancient spires of a lost desert city appear as stark black silhouettes against the bright, swirling dust. From the tallest central tower, a massive, heavily carved monolith visibly cracks and breaks free from its ancient anchors. The stone's surface, etched with the faint outlines of forgotten symbols, deliberately tilts before it begins its descent. It plummets silently, tumbling gracefully in eerie slow motion into the thick ochre abyss below, disappearing silently into the swirling vortex, creating an awe-inspiring atmosphere of cosmic destruction and a profound, wordless finale.",
+                "token_credit_reward": 6.0625,
+                "selected_reward": 6.0625,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme wide shot from a static, high-angle perspective capturing a vast dust storm with a spiral vortex, a bright infernal glow, and the descent of a massive carved monolith into the swirling vortex. In practice, the video presents a distant, static view of a single tower-like structure in a desert setting with warm lighting. The dramatic elements—vortex composition, sand ribbon, and the dynamic descent—are not realized; the sequence remains largely static and lacks the intended cinematic progression.\n\nVisual Quality Analysis:\nThe frames show moderate resolution with some grain and mild compression artifacts. The image is not sharp, but the scene remains legible. Lighting is warm and consistent, and there are no obvious distortions or color shifts. Overall, visual quality is average (score 3).\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and the actual video content. Key elements such as the extreme wide shot, high-angle perspective, dust storm with a spiral vortex, and the descent of a massive monolith are absent. The video depicts a single static tower in a desert, with no storm, no spiral dynamics, and no descent sequence. This represents a severe misalignment (score 1).\n\nPhysical/Common-sense Consistency Analysis:\nThe scene maintains basic physical plausibility: the tower sits on sandy ground with coherent lighting and shadows. However, the absence of the described dynamic events and the lack of interaction with the environment reduce narrative coherence and perceived realism. The overall physical consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 1; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 1,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.9453125,
+                    "TA": 1.65625,
+                    "MQ": 2.484375,
+                    "Overall": 6.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme wide shot from a static, high-angle perspective capturing a vast dust storm with a spiral vortex, a bright infernal glow, and the descent of a massive carved monolith into the swirling vortex. In practice, the video presents a distant, static view of a single tower-like structure in a desert setting with warm lighting. The dramatic elements—vortex composition, sand ribbon, and the dynamic descent—are not realized; the sequence remains largely static and lacks the intended cinematic progression.\n\nVisual Quality Analysis:\nThe frames show moderate resolution with some grain and mild compression artifacts. The image is not sharp, but the scene remains legible. Lighting is warm and consistent, and there are no obvious distortions or color shifts. Overall, visual quality is average (score 3).\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and the actual video content. Key elements such as the extreme wide shot, high-angle perspective, dust storm with a spiral vortex, and the descent of a massive monolith are absent. The video depicts a single static tower in a desert, with no storm, no spiral dynamics, and no descent sequence. This represents a severe misalignment (score 1).\n\nPhysical/Common-sense Consistency Analysis:\nThe scene maintains basic physical plausibility: the tower sits on sandy ground with coherent lighting and shadows. However, the absence of the described dynamic events and the lack of interaction with the environment reduce narrative coherence and perceived realism. The overall physical consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 1; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An extreme wide shot, filmed from a static, high-angle perspective, captures the sublime terror at the heart of a vast dust storm, its vortex meticulously composed with the mathematical precision of the golden ratio. A vast, swirling ribbon of sand, radiating an infernal ochre glow from within, forms a perfect spiral that dominates the frame. Trapped within this celestial vortex, the ancient spires of a lost desert city appear as stark black silhouettes against the bright, swirling dust. From the tallest central tower, a massive, heavily carved monolith visibly cracks and breaks free from its ancient anchors. The stone's surface, etched with the faint outlines of forgotten symbols, deliberately tilts before it begins its descent. It plummets silently, tumbling gracefully in eerie slow motion into the thick ochre abyss below, disappearing silently into the swirling vortex, creating an awe-inspiring atmosphere of cosmic destruction and a profound, wordless finale.",
+        "seed": 8484,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_13/index_1060_seed_8484_dp_26_rank_52_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.8515625,
+        "video_score2_ta": 1.5390625,
+        "video_score2_mq": 2.34375,
+        "video_score2_overall": 5.75,
+        "avg": 5.734375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme wide shot, filmed from a static, high-angle perspective, captures the sublime terror at the heart of a vast dust storm, its vortex meticulously composed with the mathematical precision of the golden ratio. A vast, swirling ribbon of sand, radiating an infernal ochre glow from within, forms a perfect spiral that dominates the frame. Trapped within this celestial vortex, the ancient spires of a lost desert city appear as stark black silhouettes against the bright, swirling dust. From the tallest central tower, a massive, heavily carved monolith visibly cracks and breaks free from its ancient anchors. The stone's surface, etched with the faint outlines of forgotten symbols, deliberately tilts before it begins its descent. It plummets silently, tumbling gracefully in eerie slow motion into the thick ochre abyss below, disappearing silently into the swirling vortex, creating an awe-inspiring atmosphere of cosmic destruction and a profound, wordless finale.",
+                "token_credit_reward": 5.75,
+                "selected_reward": 5.75,
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+                "credit_map_shape": [
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+                "top_frames": [
+                    1,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme wide shot from a static, high-angle perspective capturing a vast dust storm with a central vortex, radiating sand ribbons, trapped ancient desert city spires, a massive monolith cracking and breaking free, and a descent into the thick dust, culminating in cosmic destruction. The video presents a high-angle view and a central dark form with a bright glow, but several key elements are not clearly realized. Overall alignment is moderate rather than strong.\n\nVisual Quality Analysis:\nThe frames show moderate resolution with some grain and occasional compression artifacts. Lighting creates strong contrast between the dark central form and the bright glow, and atmospheric haze adds depth. However, overall clarity remains limited by noise and softness, resulting in a Visual Quality score of 2.\n\nText-to-Video Alignment Analysis:\nThe video partially reflects the prompt: a high-angle composition and a central luminous form are present, but the dynamic elements—spiral sand ribbons, the ancient desert city silhouettes, the massive monolith cracking, and the descent—are not convincingly depicted. The alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency Analysis:\nThe scene maintains basic physical plausibility: the central form appears structurally coherent, lighting and shadows are consistent, and atmospheric effects behave plausibly. No obvious physics violations are detected, supporting a moderate level of common-sense consistency (score 3).\n\nGround-truth scores: Visual Quality = 2; Text-to-Video Alignment = 3; Physical Consistency = 3.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.8515625,
+                    "TA": 1.5390625,
+                    "MQ": 2.34375,
+                    "Overall": 5.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme wide shot from a static, high-angle perspective capturing a vast dust storm with a central vortex, radiating sand ribbons, trapped ancient desert city spires, a massive monolith cracking and breaking free, and a descent into the thick dust, culminating in cosmic destruction. The video presents a high-angle view and a central dark form with a bright glow, but several key elements are not clearly realized. Overall alignment is moderate rather than strong.\n\nVisual Quality Analysis:\nThe frames show moderate resolution with some grain and occasional compression artifacts. Lighting creates strong contrast between the dark central form and the bright glow, and atmospheric haze adds depth. However, overall clarity remains limited by noise and softness, resulting in a Visual Quality score of 2.\n\nText-to-Video Alignment Analysis:\nThe video partially reflects the prompt: a high-angle composition and a central luminous form are present, but the dynamic elements—spiral sand ribbons, the ancient desert city silhouettes, the massive monolith cracking, and the descent—are not convincingly depicted. The alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency Analysis:\nThe scene maintains basic physical plausibility: the central form appears structurally coherent, lighting and shadows are consistent, and atmospheric effects behave plausibly. No obvious physics violations are detected, supporting a moderate level of common-sense consistency (score 3).\n\nGround-truth scores: Visual Quality = 2; Text-to-Video Alignment = 3; Physical Consistency = 3.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "An extreme wide shot, filmed from a static, high-angle perspective, captures the sublime terror at the heart of a vast dust storm, its vortex meticulously composed with the mathematical precision of the golden ratio. A vast, swirling ribbon of sand, radiating an infernal ochre glow from within, forms a perfect spiral that dominates the frame. Trapped within this celestial vortex, the ancient spires of a lost desert city appear as stark black silhouettes against the bright, swirling dust. From the tallest central tower, a massive, heavily carved monolith visibly cracks and breaks free from its ancient anchors. The stone's surface, etched with the faint outlines of forgotten symbols, deliberately tilts before it begins its descent. It plummets silently, tumbling gracefully in eerie slow motion into the thick ochre abyss below, disappearing silently into the swirling vortex, creating an awe-inspiring atmosphere of cosmic destruction and a profound, wordless finale.",
+        "seed": 8485,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_13/index_1060_seed_8485_dp_27_rank_54_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.46875,
+        "video_score2_ta": 1.0390625,
+        "video_score2_mq": 1.3984375,
+        "video_score2_overall": 3.90625,
+        "avg": 3.90625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme wide shot, filmed from a static, high-angle perspective, captures the sublime terror at the heart of a vast dust storm, its vortex meticulously composed with the mathematical precision of the golden ratio. A vast, swirling ribbon of sand, radiating an infernal ochre glow from within, forms a perfect spiral that dominates the frame. Trapped within this celestial vortex, the ancient spires of a lost desert city appear as stark black silhouettes against the bright, swirling dust. From the tallest central tower, a massive, heavily carved monolith visibly cracks and breaks free from its ancient anchors. The stone's surface, etched with the faint outlines of forgotten symbols, deliberately tilts before it begins its descent. It plummets silently, tumbling gracefully in eerie slow motion into the thick ochre abyss below, disappearing silently into the swirling vortex, creating an awe-inspiring atmosphere of cosmic destruction and a profound, wordless finale.",
+                "token_credit_reward": 3.90625,
+                "selected_reward": 3.90625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme wide shot from a static, high-angle perspective capturing a vast dust storm with a spiral vortex, an infernal orange glow, and the ancient spires of a lost desert city. It mentions a tall central tower, a massive carved monolith cracking and breaking, and a descent into the thick orange abyss, culminating in cosmic destruction.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy noise and artifacts. The resolution is low, with pronounced grain and compression artifacts that obscure details. The image remains consistently blurry, with textures that resemble dust or sand but lack clarity. Lighting is inconsistent across frames, and there is noticeable flicker or instability in brightness. Overall, the sequence reads as visually poor and not suitable for conveying fine detail or cinematic polish.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: a high-angle perspective and a visible central structure are present, and a warm color palette is suggested. However, key elements described in the prompt—specifically a clearly defined spiral vortex, a distinct ancient cityscape, and a dramatic descent of a massive monolith—are not convincingly realized. The result shows only a loose interpretation of the concept, with substantial gaps between the textual description and the visual execution.\n\nPhysical/Common-sense Consistency:\nThe scene lacks coherent physical dynamics. The central structure appears unstable yet remains upright, and there is no convincing depiction of gravity or material behavior during a collapse. The supposed descent of a monolith is not convincingly portrayed, and the overall sequence does not demonstrate plausible physical progression. The combination of artifacts and inconsistent lighting further undermines any sense of physical realism.\n\nOverall assessment:\nThe video exhibits significant technical limitations that hinder faithful representation of the intended narrative. Visual quality is severely degraded, text-to-video alignment is only partially achieved, and physical/common-sense consistency is weak.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 2,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.46875,
+                    "TA": 1.0390625,
+                    "MQ": 1.3984375,
+                    "Overall": 3.90625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes an extreme wide shot from a static, high-angle perspective capturing a vast dust storm with a spiral vortex, an infernal orange glow, and the ancient spires of a lost desert city. It mentions a tall central tower, a massive carved monolith cracking and breaking, and a descent into the thick orange abyss, culminating in cosmic destruction.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy noise and artifacts. The resolution is low, with pronounced grain and compression artifacts that obscure details. The image remains consistently blurry, with textures that resemble dust or sand but lack clarity. Lighting is inconsistent across frames, and there is noticeable flicker or instability in brightness. Overall, the sequence reads as visually poor and not suitable for conveying fine detail or cinematic polish.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: a high-angle perspective and a visible central structure are present, and a warm color palette is suggested. However, key elements described in the prompt—specifically a clearly defined spiral vortex, a distinct ancient cityscape, and a dramatic descent of a massive monolith—are not convincingly realized. The result shows only a loose interpretation of the concept, with substantial gaps between the textual description and the visual execution.\n\nPhysical/Common-sense Consistency:\nThe scene lacks coherent physical dynamics. The central structure appears unstable yet remains upright, and there is no convincing depiction of gravity or material behavior during a collapse. The supposed descent of a monolith is not convincingly portrayed, and the overall sequence does not demonstrate plausible physical progression. The combination of artifacts and inconsistent lighting further undermines any sense of physical realism.\n\nOverall assessment:\nThe video exhibits significant technical limitations that hinder faithful representation of the intended narrative. Visual quality is severely degraded, text-to-video alignment is only partially achieved, and physical/common-sense consistency is weak.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "An extreme wide shot, filmed from a static, high-angle perspective, captures the sublime terror at the heart of a vast dust storm, its vortex meticulously composed with the mathematical precision of the golden ratio. A vast, swirling ribbon of sand, radiating an infernal ochre glow from within, forms a perfect spiral that dominates the frame. Trapped within this celestial vortex, the ancient spires of a lost desert city appear as stark black silhouettes against the bright, swirling dust. From the tallest central tower, a massive, heavily carved monolith visibly cracks and breaks free from its ancient anchors. The stone's surface, etched with the faint outlines of forgotten symbols, deliberately tilts before it begins its descent. It plummets silently, tumbling gracefully in eerie slow motion into the thick ochre abyss below, disappearing silently into the swirling vortex, creating an awe-inspiring atmosphere of cosmic destruction and a profound, wordless finale.",
+        "seed": 8486,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_13/index_1060_seed_8486_dp_27_rank_54_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.890625,
+        "video_score2_ta": 1.6328125,
+        "video_score2_mq": 2.640625,
+        "video_score2_overall": 6.1875,
+        "avg": 6.1640625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "An extreme wide shot, filmed from a static, high-angle perspective, captures the sublime terror at the heart of a vast dust storm, its vortex meticulously composed with the mathematical precision of the golden ratio. A vast, swirling ribbon of sand, radiating an infernal ochre glow from within, forms a perfect spiral that dominates the frame. Trapped within this celestial vortex, the ancient spires of a lost desert city appear as stark black silhouettes against the bright, swirling dust. From the tallest central tower, a massive, heavily carved monolith visibly cracks and breaks free from its ancient anchors. The stone's surface, etched with the faint outlines of forgotten symbols, deliberately tilts before it begins its descent. It plummets silently, tumbling gracefully in eerie slow motion into the thick ochre abyss below, disappearing silently into the swirling vortex, creating an awe-inspiring atmosphere of cosmic destruction and a profound, wordless finale.",
+                "token_credit_reward": 6.1875,
+                "selected_reward": 6.1875,
+                "frame_importance": [
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+                    0.3644825220108032
+                ],
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    0,
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme wide shot from a static, high-angle perspective capturing a vast dust storm with a spiral vortex, a bright infernal glow, and the descent of a massive carved monolith into the swirling vortex. In practice, the video presents a distant pyramid-like structure in a sandy environment with warm lighting and a hazy atmosphere. The key elements—vortex composition, the spiral dominance, the central tower, the massive monolith, and its descent—are not realized; the scene remains largely static and lacks the dramatic progression described.\n\nVisual Quality Analysis:\nOverall visual quality is moderate (score 3). The frames show decent resolution but persistent haziness and soft focus reduce sharpness. Lighting is warm and consistent, yet the image lacks crisp detail and fine texture. There are no obvious distortions or artifacts, but the overall clarity does not reach high-fidelity standards.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While some atmospheric cues exist, the essential narrative elements are missing: there is no clear vortex-driven spiral, no visible central tower, no massive monolith, and no descent sequence. The result is a substantial mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene maintains plausible lighting, shadows, and scale, and there are no obvious physics violations. However, the absence of the described dynamic elements reduces the perceived coherence with the intended scenario, leaving the visuals technically sound but narratively underdeveloped.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.890625,
+                    "TA": 1.6328125,
+                    "MQ": 2.640625,
+                    "Overall": 6.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme wide shot from a static, high-angle perspective capturing a vast dust storm with a spiral vortex, a bright infernal glow, and the descent of a massive carved monolith into the swirling vortex. In practice, the video presents a distant pyramid-like structure in a sandy environment with warm lighting and a hazy atmosphere. The key elements—vortex composition, the spiral dominance, the central tower, the massive monolith, and its descent—are not realized; the scene remains largely static and lacks the dramatic progression described.\n\nVisual Quality Analysis:\nOverall visual quality is moderate (score 3). The frames show decent resolution but persistent haziness and soft focus reduce sharpness. Lighting is warm and consistent, yet the image lacks crisp detail and fine texture. There are no obvious distortions or artifacts, but the overall clarity does not reach high-fidelity standards.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While some atmospheric cues exist, the essential narrative elements are missing: there is no clear vortex-driven spiral, no visible central tower, no massive monolith, and no descent sequence. The result is a substantial mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene maintains plausible lighting, shadows, and scale, and there are no obvious physics violations. However, the absence of the described dynamic elements reduces the perceived coherence with the intended scenario, leaving the visuals technically sound but narratively underdeveloped.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_14/index_tensor([1146, 1146])_group_14_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_14/index_tensor([1146, 1146])_group_14_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..5a283dd3f873e260e954e858904128a16413542e
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_14/index_tensor([1146, 1146])_group_14_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "sweeping shot, shot from a low angle, slowly zooms out to reveal an emperor clad in magnificent dragon robes, standing majestically at the top of the white marble palace steps. His robe, a rich, deep yellow silk brocade, is meticulously embroidered with a lifelike, five-clawed golden dragon in dazzling gold thread. Its body coils, its scales gleaming metallically in the bright morning sunlight. His face is stern, with sharp features, and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest poised behind his back, his posture immovable, like a mountain. His gaze, piercing and penetrating, slowly and deliberately shifts to one side, steadily sweeping across the vast square below. As the camera zooms out, the view unfolds, revealing thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene is shrouded in a solemn and dignified atmosphere. The air is full of discipline and power. The cold morning light casts long, well-defined shadows, intensifying the epic sense and dramatic tension of the picture, creating an awe-inspiring, tense tranquility as a battle is about to begin.",
+        "seed": 22306,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_14/index_1146_seed_22306_dp_28_rank_56_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.140625,
+        "video_score2_ta": 2.546875,
+        "video_score2_mq": 3.015625,
+        "video_score2_overall": 7.6875,
+        "avg": 7.703125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "sweeping shot, shot from a low angle, slowly zooms out to reveal an emperor clad in magnificent dragon robes, standing majestically at the top of the white marble palace steps. His robe, a rich, deep yellow silk brocade, is meticulously embroidered with a lifelike, five-clawed golden dragon in dazzling gold thread. Its body coils, its scales gleaming metallically in the bright morning sunlight. His face is stern, with sharp features, and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest poised behind his back, his posture immovable, like a mountain. His gaze, piercing and penetrating, slowly and deliberately shifts to one side, steadily sweeping across the vast square below. As the camera zooms out, the view unfolds, revealing thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene is shrouded in a solemn and dignified atmosphere. The air is full of discipline and power. The cold morning light casts long, well-defined shadows, intensifying the epic sense and dramatic tension of the picture, creating an awe-inspiring, tense tranquility as a battle is about to begin.",
+                "token_credit_reward": 7.6875,
+                "selected_reward": 7.6875,
+                "frame_importance": [
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+                "credit_map": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a sweeping shot from a low angle that gradually reveals an emperor in magnificent dragon robes standing at the top of white marble palace steps. The robe is rich deep yellow silk brocade with a lifelike five-clawed golden dragon embroidered in dazzling gold thread. The body coils and scales gleam in bright morning sunlight. The emperor has a stern face with sharp features and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest behind his back in a poised, immovable pose like a mountain. His gaze is piercing and penetrates before shifting slowly to one side, sweeping across a vast square below. As the camera zooms out, thousands of soldiers in uniform iron armor appear, arrayed in an endless dense formation. Spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The scene is shrouded in a solemn and dignified atmosphere, full of discipline and power. The cold morning light casts long, well defined shadows, intensifying the epic sense and dramatic tension, creating an awe inspiring, tense tranquility as a battle is about to begin.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is moderate. The resolution is acceptable but not high, and there are occasional compression artifacts and mild softness that reduce fine detail. Colors remain reasonably saturated, but some scenes show slight desaturation or banding under bright lighting. The imagery is generally stable with no major distortions, though minor noise or aliasing can be observed in certain frames. Lighting is mostly consistent, with only occasional minor hotspots or shadows that do not dominate the scene. Overall, the visuals convey the intended subject and mood, but they do not reach high-end fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several key elements of the prompt, including the emperor figure, ornate robes, crown, and a formal stance. However, the dynamic aspects described in the prompt are not fully realized. The sequence does not clearly demonstrate a sweeping shot from a low angle, nor a deliberate zoom-out revealing a broad square, nor a large army in formation. The lighting and atmosphere align with the description, and the overall composition remains coherent, but the absence of the sweeping motion and the static framing reduce the alignment to a moderate level.\n\nPhysical Consistency (Common-sense):\nThe scene maintains plausible proportions, costume details, and architectural cues, contributing to a believable setting. Yet the lack of motion and the static presentation introduce a disconnect with the described action, reducing the perceived physical realism. While individual elements are coherent, the overall execution does not convincingly realize the epic scope implied by the prompt, resulting in a moderate level of common-sense consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.140625,
+                    "TA": 2.546875,
+                    "MQ": 3.015625,
+                    "Overall": 7.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a sweeping shot from a low angle that gradually reveals an emperor in magnificent dragon robes standing at the top of white marble palace steps. The robe is rich deep yellow silk brocade with a lifelike five-clawed golden dragon embroidered in dazzling gold thread. The body coils and scales gleam in bright morning sunlight. The emperor has a stern face with sharp features and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest behind his back in a poised, immovable pose like a mountain. His gaze is piercing and penetrates before shifting slowly to one side, sweeping across a vast square below. As the camera zooms out, thousands of soldiers in uniform iron armor appear, arrayed in an endless dense formation. Spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The scene is shrouded in a solemn and dignified atmosphere, full of discipline and power. The cold morning light casts long, well defined shadows, intensifying the epic sense and dramatic tension, creating an awe inspiring, tense tranquility as a battle is about to begin.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is moderate. The resolution is acceptable but not high, and there are occasional compression artifacts and mild softness that reduce fine detail. Colors remain reasonably saturated, but some scenes show slight desaturation or banding under bright lighting. The imagery is generally stable with no major distortions, though minor noise or aliasing can be observed in certain frames. Lighting is mostly consistent, with only occasional minor hotspots or shadows that do not dominate the scene. Overall, the visuals convey the intended subject and mood, but they do not reach high-end fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several key elements of the prompt, including the emperor figure, ornate robes, crown, and a formal stance. However, the dynamic aspects described in the prompt are not fully realized. The sequence does not clearly demonstrate a sweeping shot from a low angle, nor a deliberate zoom-out revealing a broad square, nor a large army in formation. The lighting and atmosphere align with the description, and the overall composition remains coherent, but the absence of the sweeping motion and the static framing reduce the alignment to a moderate level.\n\nPhysical Consistency (Common-sense):\nThe scene maintains plausible proportions, costume details, and architectural cues, contributing to a believable setting. Yet the lack of motion and the static presentation introduce a disconnect with the described action, reducing the perceived physical realism. While individual elements are coherent, the overall execution does not convincingly realize the epic scope implied by the prompt, resulting in a moderate level of common-sense consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "sweeping shot, shot from a low angle, slowly zooms out to reveal an emperor clad in magnificent dragon robes, standing majestically at the top of the white marble palace steps. His robe, a rich, deep yellow silk brocade, is meticulously embroidered with a lifelike, five-clawed golden dragon in dazzling gold thread. Its body coils, its scales gleaming metallically in the bright morning sunlight. His face is stern, with sharp features, and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest poised behind his back, his posture immovable, like a mountain. His gaze, piercing and penetrating, slowly and deliberately shifts to one side, steadily sweeping across the vast square below. As the camera zooms out, the view unfolds, revealing thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene is shrouded in a solemn and dignified atmosphere. The air is full of discipline and power. The cold morning light casts long, well-defined shadows, intensifying the epic sense and dramatic tension of the picture, creating an awe-inspiring, tense tranquility as a battle is about to begin.",
+        "seed": 22307,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_14/index_1146_seed_22307_dp_28_rank_56_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.75,
+        "video_score2_ta": 3.0,
+        "video_score2_mq": 3.296875,
+        "video_score2_overall": 9.0625,
+        "avg": 9.046875,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "sweeping shot, shot from a low angle, slowly zooms out to reveal an emperor clad in magnificent dragon robes, standing majestically at the top of the white marble palace steps. His robe, a rich, deep yellow silk brocade, is meticulously embroidered with a lifelike, five-clawed golden dragon in dazzling gold thread. Its body coils, its scales gleaming metallically in the bright morning sunlight. His face is stern, with sharp features, and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest poised behind his back, his posture immovable, like a mountain. His gaze, piercing and penetrating, slowly and deliberately shifts to one side, steadily sweeping across the vast square below. As the camera zooms out, the view unfolds, revealing thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene is shrouded in a solemn and dignified atmosphere. The air is full of discipline and power. The cold morning light casts long, well-defined shadows, intensifying the epic sense and dramatic tension of the picture, creating an awe-inspiring, tense tranquility as a battle is about to begin.",
+                "token_credit_reward": 9.0625,
+                "selected_reward": 9.0625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a sweeping shot from a low angle that gradually reveals an emperor in magnificent dragon robes standing at the top of white marble palace steps. The robe is rich deep yellow silk brocade with a lifelike five-clawed golden dragon embroidered in dazzling gold thread. The body coils and scales gleam in bright morning sunlight. The emperor has a stern face with sharp features and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest behind his back in a poised, immovable posture like a mountain. His gaze is piercing and penetrates before shifting slowly to one side, sweeping across a vast square below. As the camera zooms out, thousands of soldiers in uniform iron armor appear, arrayed in an endless dense formation. Spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The scene is shrouded in a solemn and dignified atmosphere, full of discipline and power. Cold morning light casts long, well defined shadows, intensifying the epic sense and dramatic tension, creating an awe inspiring, tense tranquility as a battle is about to begin.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable softness and some compression artifacts that reduce fine detail. Lighting remains dramatic and consistent, with warm tones on the subject and cooler background contrast. The sequence appears stable with no major distortions or abrupt changes, though the overall sharpness could be improved.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements such as the emperor figure, ornate robes, crown, and a large scale setting with soldiers. However, certain nuanced aspects such as exact hand positioning and the precise motion of the camera sweep are not perfectly realized, resulting in minor deviations from the prompt.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). Proportions and costume design are generally plausible, and lighting/shadows align with the scene. Some subtle inconsistencies exist in fine details such as finger articulation and the interaction between fabric folds and movement, which prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.75,
+                    "TA": 3.0,
+                    "MQ": 3.296875,
+                    "Overall": 9.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a sweeping shot from a low angle that gradually reveals an emperor in magnificent dragon robes standing at the top of white marble palace steps. The robe is rich deep yellow silk brocade with a lifelike five-clawed golden dragon embroidered in dazzling gold thread. The body coils and scales gleam in bright morning sunlight. The emperor has a stern face with sharp features and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest behind his back in a poised, immovable posture like a mountain. His gaze is piercing and penetrates before shifting slowly to one side, sweeping across a vast square below. As the camera zooms out, thousands of soldiers in uniform iron armor appear, arrayed in an endless dense formation. Spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The scene is shrouded in a solemn and dignified atmosphere, full of discipline and power. Cold morning light casts long, well defined shadows, intensifying the epic sense and dramatic tension, creating an awe inspiring, tense tranquility as a battle is about to begin.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable softness and some compression artifacts that reduce fine detail. Lighting remains dramatic and consistent, with warm tones on the subject and cooler background contrast. The sequence appears stable with no major distortions or abrupt changes, though the overall sharpness could be improved.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements such as the emperor figure, ornate robes, crown, and a large scale setting with soldiers. However, certain nuanced aspects such as exact hand positioning and the precise motion of the camera sweep are not perfectly realized, resulting in minor deviations from the prompt.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). Proportions and costume design are generally plausible, and lighting/shadows align with the scene. Some subtle inconsistencies exist in fine details such as finger articulation and the interaction between fabric folds and movement, which prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "sweeping shot, shot from a low angle, slowly zooms out to reveal an emperor clad in magnificent dragon robes, standing majestically at the top of the white marble palace steps. His robe, a rich, deep yellow silk brocade, is meticulously embroidered with a lifelike, five-clawed golden dragon in dazzling gold thread. Its body coils, its scales gleaming metallically in the bright morning sunlight. His face is stern, with sharp features, and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest poised behind his back, his posture immovable, like a mountain. His gaze, piercing and penetrating, slowly and deliberately shifts to one side, steadily sweeping across the vast square below. As the camera zooms out, the view unfolds, revealing thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene is shrouded in a solemn and dignified atmosphere. The air is full of discipline and power. The cold morning light casts long, well-defined shadows, intensifying the epic sense and dramatic tension of the picture, creating an awe-inspiring, tense tranquility as a battle is about to begin.",
+        "seed": 22308,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_14/index_1146_seed_22308_dp_29_rank_58_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.28125,
+        "video_score2_ta": 2.375,
+        "video_score2_mq": 2.90625,
+        "video_score2_overall": 7.5625,
+        "avg": 7.5625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "sweeping shot, shot from a low angle, slowly zooms out to reveal an emperor clad in magnificent dragon robes, standing majestically at the top of the white marble palace steps. His robe, a rich, deep yellow silk brocade, is meticulously embroidered with a lifelike, five-clawed golden dragon in dazzling gold thread. Its body coils, its scales gleaming metallically in the bright morning sunlight. His face is stern, with sharp features, and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest poised behind his back, his posture immovable, like a mountain. His gaze, piercing and penetrating, slowly and deliberately shifts to one side, steadily sweeping across the vast square below. As the camera zooms out, the view unfolds, revealing thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene is shrouded in a solemn and dignified atmosphere. The air is full of discipline and power. The cold morning light casts long, well-defined shadows, intensifying the epic sense and dramatic tension of the picture, creating an awe-inspiring, tense tranquility as a battle is about to begin.",
+                "token_credit_reward": 7.5625,
+                "selected_reward": 7.5625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a sweeping shot from a low angle that reveals an emperor clad in magnificent dragon robes, standing at the top of white marble palace steps. The robe is described as rich deep yellow silk brocade with a lifelike five-clawed golden dragon embroidered in dazzling gold thread. The body coils and scales are mentioned as gleaming metallically in bright morning sunlight. The emperor's face is stern with sharp features and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest behind his back in a poised, immovable pose like a mountain. His gaze is piercing and penetrates before shifting to one side, sweeping across a vast square below. As the camera zooms out, the view should reveal thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears should stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene should be shrouded in a solemn and dignified atmosphere, full of discipline and power, with a cold morning light casting long, well defined shadows to intensify the epic sense and dramatic tension.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is moderate. The resolution is adequate but not high, and there are occasional compression artifacts and mild noise. Lighting remains generally stable, though some frames show slight color shifts or contrast inconsistencies. The character rendering is recognizable, with decent detail on the crown, facial features, and robes, but fine textures and micro-details are not consistently crisp. The background architecture is present but lacks depth and fine texture, and distant elements can appear soft. Overall, the sequence reads as acceptable but not exceptional, with no severe distortions yet limited sharpness and detail.\n\nText-to-Video Alignment Assessment:\nThere are notable gaps between the prompt and what is depicted. The video does not clearly establish the sweeping shot from a low angle, nor does it convincingly depict the white marble steps or the expansive square below. The crown, beard, and robe colors align with parts of the description, but key elements such as the dragon embroidery, the precise positioning, and the sweeping camera movement are not realized. The result shows partial alignment with the intended narrative, but the overall composition and motion do not fully capture the epic scope described in the prompt.\n\nPhysical Consistency (Common-sense):\nThe scene maintains basic physical coherence: proportions, lighting, and material cues are plausible, and there are no obvious physics violations. However, the static framing and lack of dynamic interaction reduce the perceived realism and epic scale. The overall physical consistency is acceptable but not compelling, reflecting a moderate level of common-sense alignment.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.28125,
+                    "TA": 2.375,
+                    "MQ": 2.90625,
+                    "Overall": 7.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a sweeping shot from a low angle that reveals an emperor clad in magnificent dragon robes, standing at the top of white marble palace steps. The robe is described as rich deep yellow silk brocade with a lifelike five-clawed golden dragon embroidered in dazzling gold thread. The body coils and scales are mentioned as gleaming metallically in bright morning sunlight. The emperor's face is stern with sharp features and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest behind his back in a poised, immovable pose like a mountain. His gaze is piercing and penetrates before shifting to one side, sweeping across a vast square below. As the camera zooms out, the view should reveal thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears should stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene should be shrouded in a solemn and dignified atmosphere, full of discipline and power, with a cold morning light casting long, well defined shadows to intensify the epic sense and dramatic tension.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is moderate. The resolution is adequate but not high, and there are occasional compression artifacts and mild noise. Lighting remains generally stable, though some frames show slight color shifts or contrast inconsistencies. The character rendering is recognizable, with decent detail on the crown, facial features, and robes, but fine textures and micro-details are not consistently crisp. The background architecture is present but lacks depth and fine texture, and distant elements can appear soft. Overall, the sequence reads as acceptable but not exceptional, with no severe distortions yet limited sharpness and detail.\n\nText-to-Video Alignment Assessment:\nThere are notable gaps between the prompt and what is depicted. The video does not clearly establish the sweeping shot from a low angle, nor does it convincingly depict the white marble steps or the expansive square below. The crown, beard, and robe colors align with parts of the description, but key elements such as the dragon embroidery, the precise positioning, and the sweeping camera movement are not realized. The result shows partial alignment with the intended narrative, but the overall composition and motion do not fully capture the epic scope described in the prompt.\n\nPhysical Consistency (Common-sense):\nThe scene maintains basic physical coherence: proportions, lighting, and material cues are plausible, and there are no obvious physics violations. However, the static framing and lack of dynamic interaction reduce the perceived realism and epic scale. The overall physical consistency is acceptable but not compelling, reflecting a moderate level of common-sense alignment.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "sweeping shot, shot from a low angle, slowly zooms out to reveal an emperor clad in magnificent dragon robes, standing majestically at the top of the white marble palace steps. His robe, a rich, deep yellow silk brocade, is meticulously embroidered with a lifelike, five-clawed golden dragon in dazzling gold thread. Its body coils, its scales gleaming metallically in the bright morning sunlight. His face is stern, with sharp features, and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest poised behind his back, his posture immovable, like a mountain. His gaze, piercing and penetrating, slowly and deliberately shifts to one side, steadily sweeping across the vast square below. As the camera zooms out, the view unfolds, revealing thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene is shrouded in a solemn and dignified atmosphere. The air is full of discipline and power. The cold morning light casts long, well-defined shadows, intensifying the epic sense and dramatic tension of the picture, creating an awe-inspiring, tense tranquility as a battle is about to begin.",
+        "seed": 22309,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_14/index_1146_seed_22309_dp_29_rank_58_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.203125,
+        "video_score2_ta": 2.328125,
+        "video_score2_mq": 3.046875,
+        "video_score2_overall": 7.5625,
+        "avg": 7.578125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "sweeping shot, shot from a low angle, slowly zooms out to reveal an emperor clad in magnificent dragon robes, standing majestically at the top of the white marble palace steps. His robe, a rich, deep yellow silk brocade, is meticulously embroidered with a lifelike, five-clawed golden dragon in dazzling gold thread. Its body coils, its scales gleaming metallically in the bright morning sunlight. His face is stern, with sharp features, and a neatly trimmed black beard. He wears a golden imperial crown inlaid with pearls and jade. His hands rest poised behind his back, his posture immovable, like a mountain. His gaze, piercing and penetrating, slowly and deliberately shifts to one side, steadily sweeping across the vast square below. As the camera zooms out, the view unfolds, revealing thousands of soldiers in uniform iron armor, arrayed in an endless, dense formation. Their spears stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene is shrouded in a solemn and dignified atmosphere. The air is full of discipline and power. The cold morning light casts long, well-defined shadows, intensifying the epic sense and dramatic tension of the picture, creating an awe-inspiring, tense tranquility as a battle is about to begin.",
+                "token_credit_reward": 7.5625,
+                "selected_reward": 7.5625,
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+                "credit_map_shape": [
+                    3,
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+                "top_frames": [
+                    1,
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a sweeping shot from a low angle that gradually reveals an emperor clad in magnificent dragon robes, standing at the top of white marble palace steps. The robe is described as rich deep yellow silk brocade with a lifelike five-clawed golden dragon embroidered in dazzling gold thread. The body coils and scales are mentioned as gleaming metallically in bright morning sunlight. The emperor's face is stern with sharp features and a neatly trimmed black beard. A golden imperial crown inlaid with pearls and jade is worn. The hands rest poised behind the back, the posture immovable like a mountain. The gaze is piercing and penetrative, shifting slowly to one side, sweeping across a vast square below. As the camera zooms out, the view should reveal thousands of soldiers in uniform iron armor, arrayed in an endless dense formation. Their spears should stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene should be shrouded in a solemn and dignified atmosphere, full of discipline and power, with a cold morning light casting long well defined shadows to intensify the epic sense and dramatic tension.\n\nVisual Quality Assessment:\nAcross the frames, the overall visual quality is moderate. The resolution is adequate but not high, and there are occasional compression artifacts and mild color desaturation that reduce vibrancy. Lighting remains generally stable, but some frames show slight inconsistencies that affect depth perception. The character rendering is recognizable, though fine details such as embroidery and crown inlay are not consistently crisp. The background architecture and steps are present, but texture detail and depth cues are not always strong. Overall, the visuals convey the intended scene but do not reach high fidelity or polish.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including the low-angle framing and the presence of a regal figure on steps. However, key aspects of the description are underrepresented or missing. The dragon robes are visible, but the intricate embroidery and the specific five-clawed dragon motif are not clearly resolved due to resolution limits. The crown, beard, and stance align with the prompt, yet the dynamic camera movement and the sweeping narrative progression are not realized. The background hints at a palace setting, but the absence of a large crowd and the lack of a pronounced zoom-out reduce alignment with the epic scope. Overall, the alignment is moderate rather than strong.\n\nPhysical Consistency (Common-sense):\nThe scene maintains plausible proportions and coherent lighting, with no obvious physics violations. Some minor inconsistencies exist, such as subtle perspective shifts and slight mismatches between scale cues and the crowd density implied by the prompt. These do not break immersion but prevent a higher level of realism. Overall, physical consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.203125,
+                    "TA": 2.328125,
+                    "MQ": 3.046875,
+                    "Overall": 7.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a sweeping shot from a low angle that gradually reveals an emperor clad in magnificent dragon robes, standing at the top of white marble palace steps. The robe is described as rich deep yellow silk brocade with a lifelike five-clawed golden dragon embroidered in dazzling gold thread. The body coils and scales are mentioned as gleaming metallically in bright morning sunlight. The emperor's face is stern with sharp features and a neatly trimmed black beard. A golden imperial crown inlaid with pearls and jade is worn. The hands rest poised behind the back, the posture immovable like a mountain. The gaze is piercing and penetrative, shifting slowly to one side, sweeping across a vast square below. As the camera zooms out, the view should reveal thousands of soldiers in uniform iron armor, arrayed in an endless dense formation. Their spears should stand like a forest of steel, each piece of armor and blade reflecting a piercing cold light. The entire scene should be shrouded in a solemn and dignified atmosphere, full of discipline and power, with a cold morning light casting long well defined shadows to intensify the epic sense and dramatic tension.\n\nVisual Quality Assessment:\nAcross the frames, the overall visual quality is moderate. The resolution is adequate but not high, and there are occasional compression artifacts and mild color desaturation that reduce vibrancy. Lighting remains generally stable, but some frames show slight inconsistencies that affect depth perception. The character rendering is recognizable, though fine details such as embroidery and crown inlay are not consistently crisp. The background architecture and steps are present, but texture detail and depth cues are not always strong. Overall, the visuals convey the intended scene but do not reach high fidelity or polish.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including the low-angle framing and the presence of a regal figure on steps. However, key aspects of the description are underrepresented or missing. The dragon robes are visible, but the intricate embroidery and the specific five-clawed dragon motif are not clearly resolved due to resolution limits. The crown, beard, and stance align with the prompt, yet the dynamic camera movement and the sweeping narrative progression are not realized. The background hints at a palace setting, but the absence of a large crowd and the lack of a pronounced zoom-out reduce alignment with the epic scope. Overall, the alignment is moderate rather than strong.\n\nPhysical Consistency (Common-sense):\nThe scene maintains plausible proportions and coherent lighting, with no obvious physics violations. Some minor inconsistencies exist, such as subtle perspective shifts and slight mismatches between scale cues and the crowd density implied by the prompt. These do not break immersion but prevent a higher level of realism. Overall, physical consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_15/index_tensor([6791, 6791])_group_15_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_15/index_tensor([6791, 6791])_group_15_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..96de9c6f9a99478f93afd3ffa80afb04cf74cbbd
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_15/index_tensor([6791, 6791])_group_15_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "low-angle, medium-length shot dynamically pans, following a sleek fuel cell monorail, its chassis constructed of a sleek obsidian-black composite, as it defies physics by executing impossible, high-speed drifts around tight turns on its elevated track. The monorail's body tilts at a precarious, gravity-defying angle, the immense friction causing a violent and spectacular shower of brilliant electric-blue sparks to erupt from its chassis, illuminating the rain-slicked metal track below. The entire scene is steeped in quintessential cyberpunk style; the monorail's own cyan and magenta pencil-trimmed outline gleams on its wet surface, reflecting the chaotic light emanating from massive, flickering holographic advertisements that project abstract streams of data and highly stylized figures onto the surfaces of towering, perpetually dark skyscrapers. A fine, steady drizzle of rain drifts through the air, catching the multicolored light and enhancing the mirror-like sheen of every surface, creating an exciting atmosphere of cool, high energy, and danger within this sprawling futuristic metropolis.",
+        "seed": 2523,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_15/index_6791_seed_2523_dp_30_rank_60_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.390625,
+        "video_score2_ta": 1.8671875,
+        "video_score2_mq": 2.640625,
+        "video_score2_overall": 6.875,
+        "avg": 6.8984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, medium-length shot dynamically pans, following a sleek fuel cell monorail, its chassis constructed of a sleek obsidian-black composite, as it defies physics by executing impossible, high-speed drifts around tight turns on its elevated track. The monorail's body tilts at a precarious, gravity-defying angle, the immense friction causing a violent and spectacular shower of brilliant electric-blue sparks to erupt from its chassis, illuminating the rain-slicked metal track below. The entire scene is steeped in quintessential cyberpunk style; the monorail's own cyan and magenta pencil-trimmed outline gleams on its wet surface, reflecting the chaotic light emanating from massive, flickering holographic advertisements that project abstract streams of data and highly stylized figures onto the surfaces of towering, perpetually dark skyscrapers. A fine, steady drizzle of rain drifts through the air, catching the multicolored light and enhancing the mirror-like sheen of every surface, creating an exciting atmosphere of cool, high energy, and danger within this sprawling futuristic metropolis.",
+                "token_credit_reward": 6.875,
+                "selected_reward": 6.875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, medium-length shot featuring a sleek fuel cell monorail with a dark obsidian-like composite, performing impossible, high-speed drifts around tight turns on an elevated track. The monorail should tilt at a precarious angle, with intense friction producing a dramatic blue spark shower and a cyberpunk ambiance. The scene should include rain, holographic projections, and a dense urban backdrop.\n\nVisual Quality Assessment:\nOverall, the video presents a moderate level of visual quality (score 3). The imagery is legible with decent resolution, but there are noticeable artifacts and some blur that reduce sharpness. The blue lighting and rain effects contribute to the atmosphere, yet overall clarity remains average rather than high-end.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). The video captures some elements such as blue lighting and rain, but key aspects of the prompt are not realized: the monorail’s form and material do not clearly match the described sleek obsidian composite, the elevated track and tight turns are not convincingly depicted, and the expected chaotic, high-energy dynamics are not evident. The result shows only partial correspondence to the original concept.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Rain behavior and lighting are plausible, and basic physics appear reasonable, but the absence of the intended dynamic motion and the mismatch between the described elevated setup and the actual environment introduce inconsistencies with the imagined scenario.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 2; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.390625,
+                    "TA": 1.8671875,
+                    "MQ": 2.640625,
+                    "Overall": 6.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, medium-length shot featuring a sleek fuel cell monorail with a dark obsidian-like composite, performing impossible, high-speed drifts around tight turns on an elevated track. The monorail should tilt at a precarious angle, with intense friction producing a dramatic blue spark shower and a cyberpunk ambiance. The scene should include rain, holographic projections, and a dense urban backdrop.\n\nVisual Quality Assessment:\nOverall, the video presents a moderate level of visual quality (score 3). The imagery is legible with decent resolution, but there are noticeable artifacts and some blur that reduce sharpness. The blue lighting and rain effects contribute to the atmosphere, yet overall clarity remains average rather than high-end.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). The video captures some elements such as blue lighting and rain, but key aspects of the prompt are not realized: the monorail’s form and material do not clearly match the described sleek obsidian composite, the elevated track and tight turns are not convincingly depicted, and the expected chaotic, high-energy dynamics are not evident. The result shows only partial correspondence to the original concept.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Rain behavior and lighting are plausible, and basic physics appear reasonable, but the absence of the intended dynamic motion and the mismatch between the described elevated setup and the actual environment introduce inconsistencies with the imagined scenario.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 2; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle, medium-length shot dynamically pans, following a sleek fuel cell monorail, its chassis constructed of a sleek obsidian-black composite, as it defies physics by executing impossible, high-speed drifts around tight turns on its elevated track. The monorail's body tilts at a precarious, gravity-defying angle, the immense friction causing a violent and spectacular shower of brilliant electric-blue sparks to erupt from its chassis, illuminating the rain-slicked metal track below. The entire scene is steeped in quintessential cyberpunk style; the monorail's own cyan and magenta pencil-trimmed outline gleams on its wet surface, reflecting the chaotic light emanating from massive, flickering holographic advertisements that project abstract streams of data and highly stylized figures onto the surfaces of towering, perpetually dark skyscrapers. A fine, steady drizzle of rain drifts through the air, catching the multicolored light and enhancing the mirror-like sheen of every surface, creating an exciting atmosphere of cool, high energy, and danger within this sprawling futuristic metropolis.",
+        "seed": 2524,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_15/index_6791_seed_2524_dp_30_rank_60_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.546875,
+        "video_score2_ta": 1.8203125,
+        "video_score2_mq": 2.921875,
+        "video_score2_overall": 7.3125,
+        "avg": 7.2890625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, medium-length shot dynamically pans, following a sleek fuel cell monorail, its chassis constructed of a sleek obsidian-black composite, as it defies physics by executing impossible, high-speed drifts around tight turns on its elevated track. The monorail's body tilts at a precarious, gravity-defying angle, the immense friction causing a violent and spectacular shower of brilliant electric-blue sparks to erupt from its chassis, illuminating the rain-slicked metal track below. The entire scene is steeped in quintessential cyberpunk style; the monorail's own cyan and magenta pencil-trimmed outline gleams on its wet surface, reflecting the chaotic light emanating from massive, flickering holographic advertisements that project abstract streams of data and highly stylized figures onto the surfaces of towering, perpetually dark skyscrapers. A fine, steady drizzle of rain drifts through the air, catching the multicolored light and enhancing the mirror-like sheen of every surface, creating an exciting atmosphere of cool, high energy, and danger within this sprawling futuristic metropolis.",
+                "token_credit_reward": 7.3125,
+                "selected_reward": 7.3125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, medium-length shot featuring a sleek fuel cell monorail with a dark obsidian-like composite, performing impossible, high-speed drifts around tight turns on an elevated track. The monorail should tilt at a precarious angle, generating a dramatic blue spark shower and a cyberpunk atmosphere with holographic advertisements projecting data streams onto tall, dark skyscrapers. A fine rain drizzle adds color and sheen to the wet surfaces, contributing to an exciting, high-energy mood.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals present a moody cyberpunk vibe with blue lighting and rain effects. However, overall sharpness is limited and some frames exhibit softness or minor blur, reducing perceived clarity. The lighting and reflections are present but not consistently crisp, and the rain and holographic elements read as stylized rather than sharply defined. The result is a mid-range visual quality: atmospheric and coherent, but not highly detailed or pristine.\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements—low-angle framing, blue cyberpunk lighting, rain, and holographic displays—yet key aspects are underrepresented. The central vehicle identity is ambiguous (appearing more like a ground vehicle than a monorail), and there is no clearly demonstrated elevated track or explicit depiction of impossible drifts around tight turns. The dynamic camera movement exists but does not convincingly convey the described high-speed maneuvers. Overall alignment is moderate: some prompt components are realized, while others are missing or ambiguous.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible lighting, reflections, and rain behavior, and the holographic elements fit the cyberpunk setting. However, the absence of a clearly elevated track and the uncertain vehicle type introduce inconsistencies with the described scenario. The overall physical plausibility remains acceptable but not strongly convincing, resulting in a mid-level assessment.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.546875,
+                    "TA": 1.8203125,
+                    "MQ": 2.921875,
+                    "Overall": 7.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, medium-length shot featuring a sleek fuel cell monorail with a dark obsidian-like composite, performing impossible, high-speed drifts around tight turns on an elevated track. The monorail should tilt at a precarious angle, generating a dramatic blue spark shower and a cyberpunk atmosphere with holographic advertisements projecting data streams onto tall, dark skyscrapers. A fine rain drizzle adds color and sheen to the wet surfaces, contributing to an exciting, high-energy mood.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals present a moody cyberpunk vibe with blue lighting and rain effects. However, overall sharpness is limited and some frames exhibit softness or minor blur, reducing perceived clarity. The lighting and reflections are present but not consistently crisp, and the rain and holographic elements read as stylized rather than sharply defined. The result is a mid-range visual quality: atmospheric and coherent, but not highly detailed or pristine.\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements—low-angle framing, blue cyberpunk lighting, rain, and holographic displays—yet key aspects are underrepresented. The central vehicle identity is ambiguous (appearing more like a ground vehicle than a monorail), and there is no clearly demonstrated elevated track or explicit depiction of impossible drifts around tight turns. The dynamic camera movement exists but does not convincingly convey the described high-speed maneuvers. Overall alignment is moderate: some prompt components are realized, while others are missing or ambiguous.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible lighting, reflections, and rain behavior, and the holographic elements fit the cyberpunk setting. However, the absence of a clearly elevated track and the uncertain vehicle type introduce inconsistencies with the described scenario. The overall physical plausibility remains acceptable but not strongly convincing, resulting in a mid-level assessment.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle, medium-length shot dynamically pans, following a sleek fuel cell monorail, its chassis constructed of a sleek obsidian-black composite, as it defies physics by executing impossible, high-speed drifts around tight turns on its elevated track. The monorail's body tilts at a precarious, gravity-defying angle, the immense friction causing a violent and spectacular shower of brilliant electric-blue sparks to erupt from its chassis, illuminating the rain-slicked metal track below. The entire scene is steeped in quintessential cyberpunk style; the monorail's own cyan and magenta pencil-trimmed outline gleams on its wet surface, reflecting the chaotic light emanating from massive, flickering holographic advertisements that project abstract streams of data and highly stylized figures onto the surfaces of towering, perpetually dark skyscrapers. A fine, steady drizzle of rain drifts through the air, catching the multicolored light and enhancing the mirror-like sheen of every surface, creating an exciting atmosphere of cool, high energy, and danger within this sprawling futuristic metropolis.",
+        "seed": 2525,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_15/index_6791_seed_2525_dp_31_rank_62_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.40625,
+        "video_score2_ta": 2.15625,
+        "video_score2_mq": 2.84375,
+        "video_score2_overall": 7.40625,
+        "avg": 7.40625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, medium-length shot dynamically pans, following a sleek fuel cell monorail, its chassis constructed of a sleek obsidian-black composite, as it defies physics by executing impossible, high-speed drifts around tight turns on its elevated track. The monorail's body tilts at a precarious, gravity-defying angle, the immense friction causing a violent and spectacular shower of brilliant electric-blue sparks to erupt from its chassis, illuminating the rain-slicked metal track below. The entire scene is steeped in quintessential cyberpunk style; the monorail's own cyan and magenta pencil-trimmed outline gleams on its wet surface, reflecting the chaotic light emanating from massive, flickering holographic advertisements that project abstract streams of data and highly stylized figures onto the surfaces of towering, perpetually dark skyscrapers. A fine, steady drizzle of rain drifts through the air, catching the multicolored light and enhancing the mirror-like sheen of every surface, creating an exciting atmosphere of cool, high energy, and danger within this sprawling futuristic metropolis.",
+                "token_credit_reward": 7.40625,
+                "selected_reward": 7.40625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, medium-length shot featuring a sleek fuel cell monorail with a dark obsidian-like composite, performing high-speed drifts around tight turns on an elevated track. The monorail should tilt at a precarious angle, generating intense friction and a dramatic blue spark shower that lights up a rain-slicked metal track. The scene should embody a cyberpunk aesthetic with cyan and magenta accents, holographic advertisements, and a dense urban backdrop. In practice, the video presents a vehicle resembling a car rather than a monorail, with some color cues but lacking several key elements such as the elevated track, the pronounced tilt, and the distinctive blue spark effects. Overall, the alignment to the prompt is partial and does not fully realize the described scenario.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals maintain a moody cyberpunk vibe with neon lighting and rain effects. However, there are noticeable issues: motion blur and softness during movement, occasional frame-to-frame instability, and some artifacting that reduce sharpness. The overall clarity is moderate, with atmospheric effects present but not consistently crisp. The result is a mid-range visual quality rather than a high-fidelity render.\n\nText-to-Video Alignment Analysis:\nThere are clear mismatches between the prompt and the video content. The central vehicle appears to be a ground-level car rather than a monorail, and the expected elevated track and dynamic drift around tight turns are not realized. The blue spark effects and holographic advertising elements are only partially represented, while the core concept remains underdeveloped. Overall alignment is moderate, reflecting notable gaps between the requested scenario and what is shown.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible lighting, reflections, and rain behavior, and the vehicle’s motion generally follows basic physics. However, the absence of the intended elevated infrastructure and the mismatch between the vehicle type and the prompt introduce inconsistencies with the described scenario. These factors yield a moderate level of common-sense coherence, with some deviations from the envisioned setup.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.40625,
+                    "TA": 2.15625,
+                    "MQ": 2.84375,
+                    "Overall": 7.40625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, medium-length shot featuring a sleek fuel cell monorail with a dark obsidian-like composite, performing high-speed drifts around tight turns on an elevated track. The monorail should tilt at a precarious angle, generating intense friction and a dramatic blue spark shower that lights up a rain-slicked metal track. The scene should embody a cyberpunk aesthetic with cyan and magenta accents, holographic advertisements, and a dense urban backdrop. In practice, the video presents a vehicle resembling a car rather than a monorail, with some color cues but lacking several key elements such as the elevated track, the pronounced tilt, and the distinctive blue spark effects. Overall, the alignment to the prompt is partial and does not fully realize the described scenario.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals maintain a moody cyberpunk vibe with neon lighting and rain effects. However, there are noticeable issues: motion blur and softness during movement, occasional frame-to-frame instability, and some artifacting that reduce sharpness. The overall clarity is moderate, with atmospheric effects present but not consistently crisp. The result is a mid-range visual quality rather than a high-fidelity render.\n\nText-to-Video Alignment Analysis:\nThere are clear mismatches between the prompt and the video content. The central vehicle appears to be a ground-level car rather than a monorail, and the expected elevated track and dynamic drift around tight turns are not realized. The blue spark effects and holographic advertising elements are only partially represented, while the core concept remains underdeveloped. Overall alignment is moderate, reflecting notable gaps between the requested scenario and what is shown.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible lighting, reflections, and rain behavior, and the vehicle’s motion generally follows basic physics. However, the absence of the intended elevated infrastructure and the mismatch between the vehicle type and the prompt introduce inconsistencies with the described scenario. These factors yield a moderate level of common-sense coherence, with some deviations from the envisioned setup.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle, medium-length shot dynamically pans, following a sleek fuel cell monorail, its chassis constructed of a sleek obsidian-black composite, as it defies physics by executing impossible, high-speed drifts around tight turns on its elevated track. The monorail's body tilts at a precarious, gravity-defying angle, the immense friction causing a violent and spectacular shower of brilliant electric-blue sparks to erupt from its chassis, illuminating the rain-slicked metal track below. The entire scene is steeped in quintessential cyberpunk style; the monorail's own cyan and magenta pencil-trimmed outline gleams on its wet surface, reflecting the chaotic light emanating from massive, flickering holographic advertisements that project abstract streams of data and highly stylized figures onto the surfaces of towering, perpetually dark skyscrapers. A fine, steady drizzle of rain drifts through the air, catching the multicolored light and enhancing the mirror-like sheen of every surface, creating an exciting atmosphere of cool, high energy, and danger within this sprawling futuristic metropolis.",
+        "seed": 2526,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_15/index_6791_seed_2526_dp_31_rank_62_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.125,
+        "video_score2_ta": 1.7109375,
+        "video_score2_mq": 3.40625,
+        "video_score2_overall": 8.25,
+        "avg": 8.2421875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, medium-length shot dynamically pans, following a sleek fuel cell monorail, its chassis constructed of a sleek obsidian-black composite, as it defies physics by executing impossible, high-speed drifts around tight turns on its elevated track. The monorail's body tilts at a precarious, gravity-defying angle, the immense friction causing a violent and spectacular shower of brilliant electric-blue sparks to erupt from its chassis, illuminating the rain-slicked metal track below. The entire scene is steeped in quintessential cyberpunk style; the monorail's own cyan and magenta pencil-trimmed outline gleams on its wet surface, reflecting the chaotic light emanating from massive, flickering holographic advertisements that project abstract streams of data and highly stylized figures onto the surfaces of towering, perpetually dark skyscrapers. A fine, steady drizzle of rain drifts through the air, catching the multicolored light and enhancing the mirror-like sheen of every surface, creating an exciting atmosphere of cool, high energy, and danger within this sprawling futuristic metropolis.",
+                "token_credit_reward": 8.25,
+                "selected_reward": 8.25,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
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+                ],
+                "top_frames": [
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, medium-length shot featuring a sleek fuel cell monorail with a dark obsidian-like composite, performing impossible, high-speed drifts around tight turns on an elevated track. The monorail should tilt at a precarious, gravity-defying angle, with intense friction producing a dramatic blue spark shower and reflections on a rain-slicked metal track. The scene should embody a cyberpunk aesthetic with cyan and magenta accents, holographic projections, and a dense urban backdrop.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The resolution is adequate and the lighting/contrast support the cyberpunk mood, with convincing reflections on the wet surface and visible rain effects. However, there are occasional minor artifacts and slight inconsistencies in motion cues that prevent a perfect score. Overall, the visual quality is strong and coherent, but not pristine.\n\nText-to-Video Alignment Assessment:\nThere are notable gaps between the prompt and what is shown. The video does not clearly depict a monorail or an elevated track; instead, the vehicle resembles a ground-level car-like silhouette. The expected dynamic, gravity-defying drifts and the pronounced blue spark effects are not convincingly realized, and the overall motion dynamics do not fully align with the described scenario. The alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible lighting, reflections, and rain behavior, which supports basic physical realism. However, the core concept—unconventional vehicle form and extreme, physics-defying maneuvers—is not convincingly demonstrated, reducing the perceived common-sense coherence. Overall, physical consistency is acceptable but not compelling.\n\nGround-truth scores (for reference): Visual Quality 4, Text-to-Video Alignment 3, Physical Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.125,
+                    "TA": 1.7109375,
+                    "MQ": 3.40625,
+                    "Overall": 8.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, medium-length shot featuring a sleek fuel cell monorail with a dark obsidian-like composite, performing impossible, high-speed drifts around tight turns on an elevated track. The monorail should tilt at a precarious, gravity-defying angle, with intense friction producing a dramatic blue spark shower and reflections on a rain-slicked metal track. The scene should embody a cyberpunk aesthetic with cyan and magenta accents, holographic projections, and a dense urban backdrop.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The resolution is adequate and the lighting/contrast support the cyberpunk mood, with convincing reflections on the wet surface and visible rain effects. However, there are occasional minor artifacts and slight inconsistencies in motion cues that prevent a perfect score. Overall, the visual quality is strong and coherent, but not pristine.\n\nText-to-Video Alignment Assessment:\nThere are notable gaps between the prompt and what is shown. The video does not clearly depict a monorail or an elevated track; instead, the vehicle resembles a ground-level car-like silhouette. The expected dynamic, gravity-defying drifts and the pronounced blue spark effects are not convincingly realized, and the overall motion dynamics do not fully align with the described scenario. The alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible lighting, reflections, and rain behavior, which supports basic physical realism. However, the core concept—unconventional vehicle form and extreme, physics-defying maneuvers—is not convincingly demonstrated, reducing the perceived common-sense coherence. Overall, physical consistency is acceptable but not compelling.\n\nGround-truth scores (for reference): Visual Quality 4, Text-to-Video Alignment 3, Physical Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_2/index_tensor([8864, 8864])_group_2_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_2/index_tensor([8864, 8864])_group_2_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..b0fa98374ba040f65ee596486538a87203a2e307
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_2/index_tensor([8864, 8864])_group_2_rewards.json	
@@ -0,0 +1,10210 @@
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+        "seed": 15520,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_2/index_8864_seed_15520_dp_4_rank_8_sample_0_slot_0.mp4",
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+        "avg": 7.15625,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video carefully based on the provided frames and the text prompt.\n\nText Prompt Analysis:\nThe prompt describes a stunning macro close-up with a slow, downward-tilting tracking shot focusing on a ball of cream-colored yarn that gracefully twirls through the air. It calls for physically based rendering with a surreal yet coherent surface, where each fiber appears nearly transparent and individually defined, creating a soft, fuzzy texture. A soft, warm side-light should outline the ball and cast delicate light/shadow interplays, with light penetrating the outer fibers to create a soft halo and deep, soft shadows within the intertwined spaces. The ball should descend with a steady, deliberate rhythm while undergoing a slight, irregular rotation, carrying loose strands like a wisp of silk and carving flowing arcs against a dark gray, out-of-focus background. Overall, the scene aims for an atmosphere of tranquility and concentration, elevating a simple physical movement into visual poetry.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show a moderate level of clarity. The frames maintain a consistent dark background and a central spherical object, but the overall sharpness is limited by noticeable blur and some compression artifacts. The object’s surface detail is not crisply resolved, though the general form remains recognizable. The lighting is subdued and does not consistently reveal fine texture or depth, resulting in a subdued visual impression rather than a high-fidelity render. Overall, the visual quality is acceptable but not strong, aligning with a mid-range assessment.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a macro-like framing and a central spherical object with a downward orientation. However, key aspects of the description are underrepresented: the surface lacks the described intricate, nearly transparent fiber details, and the lighting does not convincingly highlight the ball’s contours or the interplay of light and shadow. The rotation and the implied fluid motion are not clearly conveyed, and the atmospheric nuances (soft, flowing arcs; delicate light/shadow interplay) are not strongly realized. In short, alignment is partial: essential structural cues exist, but the nuanced, poetic rendering is not fully achieved.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the object appears to descend with a steady trajectory and the overall geometry remains coherent. Yet the dynamics feel somewhat static and lack the subtle, organic motion suggested by the prompt, which could be attributed to rendering limitations or simplifications. There are no glaring physical contradictions, but the motion and surface behavior do not convincingly reflect real-world yarn dynamics, resulting in a moderate level of common-sense consistency.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.625,
+                    "TA": 2.5625,
+                    "MQ": 2.96875,
+                    "Overall": 7.15625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video carefully based on the provided frames and the text prompt.\n\nText Prompt Analysis:\nThe prompt describes a stunning macro close-up with a slow, downward-tilting tracking shot focusing on a ball of cream-colored yarn that gracefully twirls through the air. It calls for physically based rendering with a surreal yet coherent surface, where each fiber appears nearly transparent and individually defined, creating a soft, fuzzy texture. A soft, warm side-light should outline the ball and cast delicate light/shadow interplays, with light penetrating the outer fibers to create a soft halo and deep, soft shadows within the intertwined spaces. The ball should descend with a steady, deliberate rhythm while undergoing a slight, irregular rotation, carrying loose strands like a wisp of silk and carving flowing arcs against a dark gray, out-of-focus background. Overall, the scene aims for an atmosphere of tranquility and concentration, elevating a simple physical movement into visual poetry.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show a moderate level of clarity. The frames maintain a consistent dark background and a central spherical object, but the overall sharpness is limited by noticeable blur and some compression artifacts. The object’s surface detail is not crisply resolved, though the general form remains recognizable. The lighting is subdued and does not consistently reveal fine texture or depth, resulting in a subdued visual impression rather than a high-fidelity render. Overall, the visual quality is acceptable but not strong, aligning with a mid-range assessment.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a macro-like framing and a central spherical object with a downward orientation. However, key aspects of the description are underrepresented: the surface lacks the described intricate, nearly transparent fiber details, and the lighting does not convincingly highlight the ball’s contours or the interplay of light and shadow. The rotation and the implied fluid motion are not clearly conveyed, and the atmospheric nuances (soft, flowing arcs; delicate light/shadow interplay) are not strongly realized. In short, alignment is partial: essential structural cues exist, but the nuanced, poetic rendering is not fully achieved.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the object appears to descend with a steady trajectory and the overall geometry remains coherent. Yet the dynamics feel somewhat static and lack the subtle, organic motion suggested by the prompt, which could be attributed to rendering limitations or simplifications. There are no glaring physical contradictions, but the motion and surface behavior do not convincingly reflect real-world yarn dynamics, resulting in a moderate level of common-sense consistency.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "stunning macro close-up, captured with a slow, downward-tilting tracking shot, focuses on a ball of cream-colored yarn as it gracefully twirls through the air. Using physically based rendering techniques, the surface of the yarn appears surreal in clarity, with each individual, nearly transparent fiber jutting loosely from the main strand, creating a soft, fuzzy texture. A soft, warm sidelight streams through the frame, precisely outlining the ball's circular shape and casting a delicate interplay of light and shadow across its surface. The light penetrates the outer fibers, creating a soft halo and casting deep, soft shadows within the intertwined spaces of the yarn. As the ball descends with a steady, deliberate rhythm, it undergoes a slight, irregular rotation, carrying the loose strands like a wisp of silk, carving graceful, flowing arcs against a dark gray, completely out-of-focus background. The entire image is imbued with an atmosphere of tranquility and concentration, elevating a simple physical movement into pure visual poetry.",
+        "seed": 15521,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_2/index_8864_seed_15521_dp_4_rank_8_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.7265625,
+        "video_score2_ta": 2.375,
+        "video_score2_mq": 2.953125,
+        "video_score2_overall": 7.0625,
+        "avg": 7.0546875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning macro close-up, captured with a slow, downward-tilting tracking shot, focuses on a ball of cream-colored yarn as it gracefully twirls through the air. Using physically based rendering techniques, the surface of the yarn appears surreal in clarity, with each individual, nearly transparent fiber jutting loosely from the main strand, creating a soft, fuzzy texture. A soft, warm sidelight streams through the frame, precisely outlining the ball's circular shape and casting a delicate interplay of light and shadow across its surface. The light penetrates the outer fibers, creating a soft halo and casting deep, soft shadows within the intertwined spaces of the yarn. As the ball descends with a steady, deliberate rhythm, it undergoes a slight, irregular rotation, carrying the loose strands like a wisp of silk, carving graceful, flowing arcs against a dark gray, completely out-of-focus background. The entire image is imbued with an atmosphere of tranquility and concentration, elevating a simple physical movement into pure visual poetry.",
+                "token_credit_reward": 7.0625,
+                "selected_reward": 7.0625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video carefully based on the provided frames and the text prompt.\n\nText Prompt Analysis:\nThe prompt describes a stunning macro close-up with a slow, downward-tilting tracking shot focusing on a ball of cream-colored yarn that gracefully twirls through the air. It calls for physically based rendering with a surreal yet coherent surface, where each fiber appears nearly transparent and individually jutting from the main strand, creating a soft, fuzzy texture. A soft, warm side-light should outline the ball and cast delicate light/shadow interplays, with light penetrating the outer fibers to create a soft halo and deep, soft shadows within the intertwined spaces. The ball should descend with a steady, deliberate rhythm while undergoing a slight, irregular rotation, carrying loose strands like a wisp of silk and carving flowing arcs against a dark gray, out-of-focus background. Overall, the scene aims for an atmosphere of tranquility and concentration, elevating a simple physical movement into visual poetry.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show a ball-like object with a cream/cream-colored surface and a textured appearance. The resolution is moderate, with some graininess and occasional soft focus, but no catastrophic artifacts. Lighting is uneven at times, producing highlights and shadows that vary between frames. The object maintains a roughly spherical form, though fine details remain blurred. Overall, the visual quality is mid-range (score 3): acceptable clarity with noticeable room for improvement in sharpness and lighting consistency.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a macro-close-up perspective and a downward-tilting motion. However, key aspects are not convincingly realized: the surface does not clearly reveal individual, nearly transparent fibers, and the lighting lacks the described soft, warm side-light and the nuanced interplay of light and shadow. The rotation is present but not strongly irregular, and the overall atmosphere of tranquility and poetic movement is only partially achieved. In sum, alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe object’s basic physical behavior—ball-like form, downward motion, and gentle rotation—appears plausible. Yet the rendering does not convincingly convey the intended material properties or the subtle dynamics implied by the prompt, resulting in only moderate coherence with real-world expectations. Overall, physical/common-sense consistency is mid-level (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.7265625,
+                    "TA": 2.375,
+                    "MQ": 2.953125,
+                    "Overall": 7.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video carefully based on the provided frames and the text prompt.\n\nText Prompt Analysis:\nThe prompt describes a stunning macro close-up with a slow, downward-tilting tracking shot focusing on a ball of cream-colored yarn that gracefully twirls through the air. It calls for physically based rendering with a surreal yet coherent surface, where each fiber appears nearly transparent and individually jutting from the main strand, creating a soft, fuzzy texture. A soft, warm side-light should outline the ball and cast delicate light/shadow interplays, with light penetrating the outer fibers to create a soft halo and deep, soft shadows within the intertwined spaces. The ball should descend with a steady, deliberate rhythm while undergoing a slight, irregular rotation, carrying loose strands like a wisp of silk and carving flowing arcs against a dark gray, out-of-focus background. Overall, the scene aims for an atmosphere of tranquility and concentration, elevating a simple physical movement into visual poetry.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show a ball-like object with a cream/cream-colored surface and a textured appearance. The resolution is moderate, with some graininess and occasional soft focus, but no catastrophic artifacts. Lighting is uneven at times, producing highlights and shadows that vary between frames. The object maintains a roughly spherical form, though fine details remain blurred. Overall, the visual quality is mid-range (score 3): acceptable clarity with noticeable room for improvement in sharpness and lighting consistency.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a macro-close-up perspective and a downward-tilting motion. However, key aspects are not convincingly realized: the surface does not clearly reveal individual, nearly transparent fibers, and the lighting lacks the described soft, warm side-light and the nuanced interplay of light and shadow. The rotation is present but not strongly irregular, and the overall atmosphere of tranquility and poetic movement is only partially achieved. In sum, alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe object’s basic physical behavior—ball-like form, downward motion, and gentle rotation—appears plausible. Yet the rendering does not convincingly convey the intended material properties or the subtle dynamics implied by the prompt, resulting in only moderate coherence with real-world expectations. Overall, physical/common-sense consistency is mid-level (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "stunning macro close-up, captured with a slow, downward-tilting tracking shot, focuses on a ball of cream-colored yarn as it gracefully twirls through the air. Using physically based rendering techniques, the surface of the yarn appears surreal in clarity, with each individual, nearly transparent fiber jutting loosely from the main strand, creating a soft, fuzzy texture. A soft, warm sidelight streams through the frame, precisely outlining the ball's circular shape and casting a delicate interplay of light and shadow across its surface. The light penetrates the outer fibers, creating a soft halo and casting deep, soft shadows within the intertwined spaces of the yarn. As the ball descends with a steady, deliberate rhythm, it undergoes a slight, irregular rotation, carrying the loose strands like a wisp of silk, carving graceful, flowing arcs against a dark gray, completely out-of-focus background. The entire image is imbued with an atmosphere of tranquility and concentration, elevating a simple physical movement into pure visual poetry.",
+        "seed": 15522,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_2/index_8864_seed_15522_dp_5_rank_10_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.8046875,
+        "video_score2_ta": 2.21875,
+        "video_score2_mq": 2.96875,
+        "video_score2_overall": 7.0,
+        "avg": 6.9921875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning macro close-up, captured with a slow, downward-tilting tracking shot, focuses on a ball of cream-colored yarn as it gracefully twirls through the air. Using physically based rendering techniques, the surface of the yarn appears surreal in clarity, with each individual, nearly transparent fiber jutting loosely from the main strand, creating a soft, fuzzy texture. A soft, warm sidelight streams through the frame, precisely outlining the ball's circular shape and casting a delicate interplay of light and shadow across its surface. The light penetrates the outer fibers, creating a soft halo and casting deep, soft shadows within the intertwined spaces of the yarn. As the ball descends with a steady, deliberate rhythm, it undergoes a slight, irregular rotation, carrying the loose strands like a wisp of silk, carving graceful, flowing arcs against a dark gray, completely out-of-focus background. The entire image is imbued with an atmosphere of tranquility and concentration, elevating a simple physical movement into pure visual poetry.",
+                "token_credit_reward": 7.0,
+                "selected_reward": 7.0,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video carefully based on the provided frames and the text prompt.\n\nText Prompt Analysis:\nThe prompt describes a stunning macro close-up with a slow, downward-tilting tracking shot focusing on a ball of cream-colored yarn as it descends and rotates. It envisions a soft, warm lighting that outlines the ball and creates a gentle interplay of light and shadow, with light penetrating the fibers to form a soft halo and cast deep, soft shadows. The scene should convey a tranquil, deliberate motion as the ball moves through space.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show a cream-colored spherical object with a textured surface. The overall resolution is moderate; there is some blur and mild softness, but no severe artifacts. The object remains identifiable, and the lighting provides contrast between the subject and a darker background. The imagery is coherent and stable enough to support recognition, though fine details are not crisply resolved. Overall, Visual Quality is mid-range (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—close-up framing, a downward-tilting impression, and a cream-colored ball. However, key aspects such as the pronounced soft, warm lighting, the clearly visible individual fibers, and the described fluid, flowing motion are not convincingly realized. The result aligns with the general idea but misses important stylistic and dynamic specifics, yielding a moderate alignment score (3).\n\nPhysical/Common-sense Consistency:\nThe object maintains a spherical shape with a consistent texture across frames, and there are no obvious physical implausibilities in its motion or interaction with light. The rendering is plausible at a basic level, but the lack of nuanced lighting effects and subtle motion cues reduces perceived realism. Overall, Physical Consistency is mid-level (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.8046875,
+                    "TA": 2.21875,
+                    "MQ": 2.96875,
+                    "Overall": 7.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video carefully based on the provided frames and the text prompt.\n\nText Prompt Analysis:\nThe prompt describes a stunning macro close-up with a slow, downward-tilting tracking shot focusing on a ball of cream-colored yarn as it descends and rotates. It envisions a soft, warm lighting that outlines the ball and creates a gentle interplay of light and shadow, with light penetrating the fibers to form a soft halo and cast deep, soft shadows. The scene should convey a tranquil, deliberate motion as the ball moves through space.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show a cream-colored spherical object with a textured surface. The overall resolution is moderate; there is some blur and mild softness, but no severe artifacts. The object remains identifiable, and the lighting provides contrast between the subject and a darker background. The imagery is coherent and stable enough to support recognition, though fine details are not crisply resolved. Overall, Visual Quality is mid-range (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—close-up framing, a downward-tilting impression, and a cream-colored ball. However, key aspects such as the pronounced soft, warm lighting, the clearly visible individual fibers, and the described fluid, flowing motion are not convincingly realized. The result aligns with the general idea but misses important stylistic and dynamic specifics, yielding a moderate alignment score (3).\n\nPhysical/Common-sense Consistency:\nThe object maintains a spherical shape with a consistent texture across frames, and there are no obvious physical implausibilities in its motion or interaction with light. The rendering is plausible at a basic level, but the lack of nuanced lighting effects and subtle motion cues reduces perceived realism. Overall, Physical Consistency is mid-level (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "stunning macro close-up, captured with a slow, downward-tilting tracking shot, focuses on a ball of cream-colored yarn as it gracefully twirls through the air. Using physically based rendering techniques, the surface of the yarn appears surreal in clarity, with each individual, nearly transparent fiber jutting loosely from the main strand, creating a soft, fuzzy texture. A soft, warm sidelight streams through the frame, precisely outlining the ball's circular shape and casting a delicate interplay of light and shadow across its surface. The light penetrates the outer fibers, creating a soft halo and casting deep, soft shadows within the intertwined spaces of the yarn. As the ball descends with a steady, deliberate rhythm, it undergoes a slight, irregular rotation, carrying the loose strands like a wisp of silk, carving graceful, flowing arcs against a dark gray, completely out-of-focus background. The entire image is imbued with an atmosphere of tranquility and concentration, elevating a simple physical movement into pure visual poetry.",
+        "seed": 15523,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_2/index_8864_seed_15523_dp_5_rank_10_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.578125,
+        "video_score2_ta": 2.21875,
+        "video_score2_mq": 3.046875,
+        "video_score2_overall": 7.875,
+        "avg": 7.84375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning macro close-up, captured with a slow, downward-tilting tracking shot, focuses on a ball of cream-colored yarn as it gracefully twirls through the air. Using physically based rendering techniques, the surface of the yarn appears surreal in clarity, with each individual, nearly transparent fiber jutting loosely from the main strand, creating a soft, fuzzy texture. A soft, warm sidelight streams through the frame, precisely outlining the ball's circular shape and casting a delicate interplay of light and shadow across its surface. The light penetrates the outer fibers, creating a soft halo and casting deep, soft shadows within the intertwined spaces of the yarn. As the ball descends with a steady, deliberate rhythm, it undergoes a slight, irregular rotation, carrying the loose strands like a wisp of silk, carving graceful, flowing arcs against a dark gray, completely out-of-focus background. The entire image is imbued with an atmosphere of tranquility and concentration, elevating a simple physical movement into pure visual poetry.",
+                "token_credit_reward": 7.875,
+                "selected_reward": 7.875,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    0,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video carefully based on the provided frames and the text prompt.\n\nText Prompt Analysis:\nThe prompt describes a stunning macro close-up with a slow, downward-tilting tracking shot focusing on a ball of cream-colored yarn as it gracefully twirls through the air. It calls for physically based rendering with a surreal yet coherent surface, where each fiber appears nearly transparent and individually jutting from the main strand, creating a soft, fuzzy texture. A soft, warm side light should outline the ball and cast delicate light and shadow across its surface, with light penetrating the outer fibers to create a soft halo and deep, soft shadows within the intertwined spaces. The ball should descend with a steady, deliberate rhythm while undergoing a slight, irregular rotation, carrying loose strands like a wisp of silk and carving flowing arcs against a dark gray, out-of-focus background. Overall, the scene aims for an atmosphere of tranquility and concentration, elevating a simple physical movement into visual poetry.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show a spherical object with a cream/cream-colored surface and a textured appearance that can be read as yarn-like. The object is lit with a gentle rim lighting that yields a soft halo, and the background remains dark enough to keep the subject prominent. The resolution is adequate but not high, and there are occasional minor artifacts or slight softness in some frames. The motion is smooth overall, with only minor fluctuations in sharpness between frames. In sum, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a macro-like presentation, a downward-tilting camera feel, and a cream-colored spherical object with a textured surface. However, key aspects of the prompt are not convincingly realized: the surface does not clearly convey individual, nearly transparent fibers, and the lighting and shadows do not consistently reflect light penetration through the strands. The rotation is present but not strongly irregular, and the overall texture reads more as a synthetic material than true yarn. While the scene maintains a calm, controlled atmosphere, the alignment with the described physical realism and tactile detail remains limited. Overall, the alignment is moderate.\n\nPhysical Consistency (Common-sense):\nThe sequence exhibits plausible physical behavior: the object maintains a spherical shape, responds to gravity with a steady descent, and exhibits a gentle rotation. Lighting interactions are coherent with a controlled setup, producing consistent highlights and shadows without obvious physical contradictions. The material response to light and motion is believable, though the texture does not perfectly match natural yarn dynamics. Taken together, the video demonstrates solid physical consistency with only minor deviations from the idealized description.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 2.578125,
+                    "TA": 2.21875,
+                    "MQ": 3.046875,
+                    "Overall": 7.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video carefully based on the provided frames and the text prompt.\n\nText Prompt Analysis:\nThe prompt describes a stunning macro close-up with a slow, downward-tilting tracking shot focusing on a ball of cream-colored yarn as it gracefully twirls through the air. It calls for physically based rendering with a surreal yet coherent surface, where each fiber appears nearly transparent and individually jutting from the main strand, creating a soft, fuzzy texture. A soft, warm side light should outline the ball and cast delicate light and shadow across its surface, with light penetrating the outer fibers to create a soft halo and deep, soft shadows within the intertwined spaces. The ball should descend with a steady, deliberate rhythm while undergoing a slight, irregular rotation, carrying loose strands like a wisp of silk and carving flowing arcs against a dark gray, out-of-focus background. Overall, the scene aims for an atmosphere of tranquility and concentration, elevating a simple physical movement into visual poetry.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show a spherical object with a cream/cream-colored surface and a textured appearance that can be read as yarn-like. The object is lit with a gentle rim lighting that yields a soft halo, and the background remains dark enough to keep the subject prominent. The resolution is adequate but not high, and there are occasional minor artifacts or slight softness in some frames. The motion is smooth overall, with only minor fluctuations in sharpness between frames. In sum, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a macro-like presentation, a downward-tilting camera feel, and a cream-colored spherical object with a textured surface. However, key aspects of the prompt are not convincingly realized: the surface does not clearly convey individual, nearly transparent fibers, and the lighting and shadows do not consistently reflect light penetration through the strands. The rotation is present but not strongly irregular, and the overall texture reads more as a synthetic material than true yarn. While the scene maintains a calm, controlled atmosphere, the alignment with the described physical realism and tactile detail remains limited. Overall, the alignment is moderate.\n\nPhysical Consistency (Common-sense):\nThe sequence exhibits plausible physical behavior: the object maintains a spherical shape, responds to gravity with a steady descent, and exhibits a gentle rotation. Lighting interactions are coherent with a controlled setup, producing consistent highlights and shadows without obvious physical contradictions. The material response to light and motion is believable, though the texture does not perfectly match natural yarn dynamics. Taken together, the video demonstrates solid physical consistency with only minor deviations from the idealized description.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_3/index_tensor([8493, 8493])_group_3_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_3/index_tensor([8493, 8493])_group_3_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..65c115a1b1b54e6cac47b9cf84e975dabe1f40da
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_3/index_tensor([8493, 8493])_group_3_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "In an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam silently splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure. Under bright, cold industrial lighting, silver hydraulic pistons powerfully extend and retract, driving precisely meshing gears and gleaming metal connecting rods in unison. Bundles of color-coded wires, shimmering with a thin sheen, thread through the structure like blood vessels. The light creates sharp highlights along the edges of each metal component and casts deep shadows in between, dramatically enhancing the structure's three-dimensionality and depth. The entire process is imbued with high-tech precision and a cool, industrial aesthetic, creating an atmosphere of focus, power, and awe, perfectly showcasing the pinnacle of modern aerospace engineering.",
+        "seed": 1149,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_3/index_8493_seed_1149_dp_6_rank_12_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.7109375,
+        "video_score2_ta": 1.03125,
+        "video_score2_mq": 1.15625,
+        "video_score2_overall": 3.90625,
+        "avg": 3.8984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam silently splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure. Under bright, cold industrial lighting, silver hydraulic pistons powerfully extend and retract, driving precisely meshing gears and gleaming metal connecting rods in unison. Bundles of color-coded wires, shimmering with a thin sheen, thread through the structure like blood vessels. The light creates sharp highlights along the edges of each metal component and casts deep shadows in between, dramatically enhancing the structure's three-dimensionality and depth. The entire process is imbued with high-tech precision and a cool, industrial aesthetic, creating an atmosphere of focus, power, and awe, perfectly showcasing the pinnacle of modern aerospace engineering.",
+                "token_credit_reward": 3.90625,
+                "selected_reward": 3.90625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes \"an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure.\" It continues to describe visible mechanical components such as \"silver hydraulic pistons,\" \"meshing gears,\" \"gleaming metal connecting rods,\" \"bundles of color-coded wires,\" dramatic lighting effects, and an overall sense of high-tech precision and industrial aesthetics.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery is extremely blurred and out of focus, with pronounced motion blur and heavy compression artifacts that obscure details. The resolution is low, and color/contrast are inconsistent, resulting in a washed-out appearance. The frames show little variation over time, giving a static or near-static impression rather than a clear sequence. Overall, the video presents a very poor level of visual clarity and fidelity.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is depicted. The frames do not clearly reveal a fighter-jet wing, nor the described mechanical components (hydraulic pistons, gears, rods, wires). The content appears ambiguous and does not convincingly depict the specified hardware or the precise mechanical actions. The alignment to the detailed prompt is effectively minimal.\n\nPhysical Consistency (Common-sense):\nFrom a basic physical standpoint, there are no obvious violations of common-sense expectations within the limited, blurred imagery. However, due to the lack of discernible mechanical details, it is difficult to assess the plausibility of specific motions or interactions. Overall, physical consistency is present at a very basic level but cannot be substantiated by meaningful cues.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.7109375,
+                    "TA": 1.03125,
+                    "MQ": 1.15625,
+                    "Overall": 3.90625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes \"an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure.\" It continues to describe visible mechanical components such as \"silver hydraulic pistons,\" \"meshing gears,\" \"gleaming metal connecting rods,\" \"bundles of color-coded wires,\" dramatic lighting effects, and an overall sense of high-tech precision and industrial aesthetics.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery is extremely blurred and out of focus, with pronounced motion blur and heavy compression artifacts that obscure details. The resolution is low, and color/contrast are inconsistent, resulting in a washed-out appearance. The frames show little variation over time, giving a static or near-static impression rather than a clear sequence. Overall, the video presents a very poor level of visual clarity and fidelity.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is depicted. The frames do not clearly reveal a fighter-jet wing, nor the described mechanical components (hydraulic pistons, gears, rods, wires). The content appears ambiguous and does not convincingly depict the specified hardware or the precise mechanical actions. The alignment to the detailed prompt is effectively minimal.\n\nPhysical Consistency (Common-sense):\nFrom a basic physical standpoint, there are no obvious violations of common-sense expectations within the limited, blurred imagery. However, due to the lack of discernible mechanical details, it is difficult to assess the plausibility of specific motions or interactions. Overall, physical consistency is present at a very basic level but cannot be substantiated by meaningful cues.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "In an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam silently splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure. Under bright, cold industrial lighting, silver hydraulic pistons powerfully extend and retract, driving precisely meshing gears and gleaming metal connecting rods in unison. Bundles of color-coded wires, shimmering with a thin sheen, thread through the structure like blood vessels. The light creates sharp highlights along the edges of each metal component and casts deep shadows in between, dramatically enhancing the structure's three-dimensionality and depth. The entire process is imbued with high-tech precision and a cool, industrial aesthetic, creating an atmosphere of focus, power, and awe, perfectly showcasing the pinnacle of modern aerospace engineering.",
+        "seed": 1150,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_3/index_8493_seed_1150_dp_6_rank_12_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.8984375,
+        "video_score2_ta": 1.53125,
+        "video_score2_mq": 2.390625,
+        "video_score2_overall": 5.8125,
+        "avg": 5.8203125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam silently splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure. Under bright, cold industrial lighting, silver hydraulic pistons powerfully extend and retract, driving precisely meshing gears and gleaming metal connecting rods in unison. Bundles of color-coded wires, shimmering with a thin sheen, thread through the structure like blood vessels. The light creates sharp highlights along the edges of each metal component and casts deep shadows in between, dramatically enhancing the structure's three-dimensionality and depth. The entire process is imbued with high-tech precision and a cool, industrial aesthetic, creating an atmosphere of focus, power, and awe, perfectly showcasing the pinnacle of modern aerospace engineering.",
+                "token_credit_reward": 5.8125,
+                "selected_reward": 5.8125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes \"an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure.\" It continues to describe visible mechanical components such as silver hydraulic pistons, meshing gears, gleaming metal connecting rods, bundles of color-coded wires, dramatic lighting effects, and an overall high-tech, industrial aesthetic.\n\nVisual Quality Assessment:\nAcross the sequence, the imagery remains consistently blurred with limited detail. The frames show a blue/teal tint and a general lack of sharpness; fine features are not discernible. There is some motion between frames, but the overall clarity is insufficient to reveal structural details. The result is a low visual quality assessment (score 2).\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt: a close-up view and a rightward camera movement are present, and a metallic surface is visible. However, due to pervasive blur, critical elements described in the prompt—such as the wing’s matte, dark gray appearance, the unfolding wing section, visible internal mechanisms, and precise mechanical details—are not clearly depicted. Overall, the alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nDespite the lack of visible detail, the sequence maintains plausible physical behavior: the metallic surface reflects light in a consistent manner, and the implied mechanical motion follows expected principles without obvious contradictions. The blur limits verification of finer dynamics, but there are no clear inconsistencies. Overall, physical/common-sense consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality = 2; Text-to-Video Alignment = 3; Physical/Common-sense Consistency = 3.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.8984375,
+                    "TA": 1.53125,
+                    "MQ": 2.390625,
+                    "Overall": 5.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes \"an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure.\" It continues to describe visible mechanical components such as silver hydraulic pistons, meshing gears, gleaming metal connecting rods, bundles of color-coded wires, dramatic lighting effects, and an overall high-tech, industrial aesthetic.\n\nVisual Quality Assessment:\nAcross the sequence, the imagery remains consistently blurred with limited detail. The frames show a blue/teal tint and a general lack of sharpness; fine features are not discernible. There is some motion between frames, but the overall clarity is insufficient to reveal structural details. The result is a low visual quality assessment (score 2).\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt: a close-up view and a rightward camera movement are present, and a metallic surface is visible. However, due to pervasive blur, critical elements described in the prompt—such as the wing’s matte, dark gray appearance, the unfolding wing section, visible internal mechanisms, and precise mechanical details—are not clearly depicted. Overall, the alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nDespite the lack of visible detail, the sequence maintains plausible physical behavior: the metallic surface reflects light in a consistent manner, and the implied mechanical motion follows expected principles without obvious contradictions. The blur limits verification of finer dynamics, but there are no clear inconsistencies. Overall, physical/common-sense consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality = 2; Text-to-Video Alignment = 3; Physical/Common-sense Consistency = 3.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam silently splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure. Under bright, cold industrial lighting, silver hydraulic pistons powerfully extend and retract, driving precisely meshing gears and gleaming metal connecting rods in unison. Bundles of color-coded wires, shimmering with a thin sheen, thread through the structure like blood vessels. The light creates sharp highlights along the edges of each metal component and casts deep shadows in between, dramatically enhancing the structure's three-dimensionality and depth. The entire process is imbued with high-tech precision and a cool, industrial aesthetic, creating an atmosphere of focus, power, and awe, perfectly showcasing the pinnacle of modern aerospace engineering.",
+        "seed": 1151,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_3/index_8493_seed_1151_dp_7_rank_14_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.8203125,
+        "video_score2_ta": 1.0703125,
+        "video_score2_mq": 1.234375,
+        "video_score2_overall": 4.125,
+        "avg": 4.125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam silently splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure. Under bright, cold industrial lighting, silver hydraulic pistons powerfully extend and retract, driving precisely meshing gears and gleaming metal connecting rods in unison. Bundles of color-coded wires, shimmering with a thin sheen, thread through the structure like blood vessels. The light creates sharp highlights along the edges of each metal component and casts deep shadows in between, dramatically enhancing the structure's three-dimensionality and depth. The entire process is imbued with high-tech precision and a cool, industrial aesthetic, creating an atmosphere of focus, power, and awe, perfectly showcasing the pinnacle of modern aerospace engineering.",
+                "token_credit_reward": 4.125,
+                "selected_reward": 4.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes \"an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure.\" It continues to describe visible mechanical components such as silver hydraulic pistons, meshing gears, gleaming metal connecting rods, bundles of color-coded wires, dramatic lighting effects, and an overall high-tech, industrial aesthetic.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. A strong blue/teal cast dominates the image, and there is noticeable blur that obscures details. Lighting appears uneven and sometimes overexposed, contributing to a washed-out look. Overall clarity is poor, making it difficult to discern fine features or structural details. The sequence remains largely static rather than exhibiting smooth motion, and the imagery lacks crispness and polish. These factors collectively indicate a very low level of visual quality.\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a fighter jet wing or the described mechanical unfolding. The imagery is dominated by abstract, indistinct shapes with no recognizable mechanical components, and there is no convincing depiction of the wing’s internal structure or the precise actions described (seam splitting, unfolding, gear movement). The lighting and color palette do not convincingly convey the high-tech, industrial aesthetic, and the overall presentation fails to align with the detailed prompt. Given these gaps, the alignment score should be very low.\n\nPhysical/Common-sense Consistency:\nFrom a physical standpoint, the scene does not present plausible mechanical behavior. The shapes appear to morph or shift without any coherent mechanical rationale, and there is no consistent depiction of how parts would realistically move or interact. The lack of recognizable mechanical elements and the absence of believable motion undermine basic common-sense expectations about how such a structure should behave. Overall, the video exhibits severe inconsistencies in physical realism and common-sense reasoning.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.8203125,
+                    "TA": 1.0703125,
+                    "MQ": 1.234375,
+                    "Overall": 4.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes \"an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure.\" It continues to describe visible mechanical components such as silver hydraulic pistons, meshing gears, gleaming metal connecting rods, bundles of color-coded wires, dramatic lighting effects, and an overall high-tech, industrial aesthetic.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. A strong blue/teal cast dominates the image, and there is noticeable blur that obscures details. Lighting appears uneven and sometimes overexposed, contributing to a washed-out look. Overall clarity is poor, making it difficult to discern fine features or structural details. The sequence remains largely static rather than exhibiting smooth motion, and the imagery lacks crispness and polish. These factors collectively indicate a very low level of visual quality.\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a fighter jet wing or the described mechanical unfolding. The imagery is dominated by abstract, indistinct shapes with no recognizable mechanical components, and there is no convincing depiction of the wing’s internal structure or the precise actions described (seam splitting, unfolding, gear movement). The lighting and color palette do not convincingly convey the high-tech, industrial aesthetic, and the overall presentation fails to align with the detailed prompt. Given these gaps, the alignment score should be very low.\n\nPhysical/Common-sense Consistency:\nFrom a physical standpoint, the scene does not present plausible mechanical behavior. The shapes appear to morph or shift without any coherent mechanical rationale, and there is no consistent depiction of how parts would realistically move or interact. The lack of recognizable mechanical elements and the absence of believable motion undermine basic common-sense expectations about how such a structure should behave. Overall, the video exhibits severe inconsistencies in physical realism and common-sense reasoning.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "In an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam silently splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure. Under bright, cold industrial lighting, silver hydraulic pistons powerfully extend and retract, driving precisely meshing gears and gleaming metal connecting rods in unison. Bundles of color-coded wires, shimmering with a thin sheen, thread through the structure like blood vessels. The light creates sharp highlights along the edges of each metal component and casts deep shadows in between, dramatically enhancing the structure's three-dimensionality and depth. The entire process is imbued with high-tech precision and a cool, industrial aesthetic, creating an atmosphere of focus, power, and awe, perfectly showcasing the pinnacle of modern aerospace engineering.",
+        "seed": 1152,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_3/index_8493_seed_1152_dp_7_rank_14_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.09375,
+        "video_score2_ta": 1.0703125,
+        "video_score2_mq": 1.2578125,
+        "video_score2_overall": 4.40625,
+        "avg": 4.421875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In an extreme close-up, the camera slowly pans right, following the matte, dark gray titanium wing of a fighter jet. As a nearly invisible seam silently splits, the main section of the wing begins to unfold smoothly and steadily, revealing its breathtakingly complex internal mechanical structure. Under bright, cold industrial lighting, silver hydraulic pistons powerfully extend and retract, driving precisely meshing gears and gleaming metal connecting rods in unison. Bundles of color-coded wires, shimmering with a thin sheen, thread through the structure like blood vessels. The light creates sharp highlights along the edges of each metal component and casts deep shadows in between, dramatically enhancing the structure's three-dimensionality and depth. The entire process is imbued with high-tech precision and a cool, industrial aesthetic, creating an atmosphere of focus, power, and awe, perfectly showcasing the pinnacle of modern aerospace engineering.",
+                "token_credit_reward": 4.40625,
+                "selected_reward": 4.40625,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    0,
+                    1,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of a fighter jet wing with a slow rightward pan, revealing a matte dark gray wing and a nearly invisible seam that splits as the wing unfolds, exposing a complex internal mechanical structure. It envisions bright cold industrial lighting, visible metallic components such as pistons, gears, and connecting rods, bundles of color-coded wires, sharp edge highlights and deep shadows, and a high-tech precision aesthetic. The overall intent is to convey advanced engineering and a dramatic, focused presentation.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy blue tint and pronounced noise, resulting in very low clarity. The imagery reads as blurred and lacks sharp detail; color fidelity is poor and contrast is inconsistent. The result is a consistently low-quality appearance with limited discernible content, making it difficult to identify fine features or structural details. Overall, Visual Quality is rated 1/5.\n\nText-to-Video Alignment Analysis:\nThe video does not convincingly realize the prompt. While there is some internal metallic texture and a hint of mechanical detail, the extreme close-up, the precise wing geometry, the unfolding sequence, and the high-fidelity lighting described in the prompt are not clearly realized. The alignment is weak and fails to capture the intended complexity and precision, yielding a Text-to-Video Alignment score of 1/5.\n\nPhysical/Common-sense Consistency:\nThere is a basic level of internal coherence in the mechanical cues and lighting, but the overall depiction remains underdeveloped and ambiguous due to the low fidelity. Some plausible material properties and spatial relationships are suggested, yet the scene does not convincingly demonstrate the described high-tech precision or consistent physical behavior. Overall, Physical Consistency is rated 2/5.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 2.09375,
+                    "TA": 1.0703125,
+                    "MQ": 1.2578125,
+                    "Overall": 4.40625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme close-up of a fighter jet wing with a slow rightward pan, revealing a matte dark gray wing and a nearly invisible seam that splits as the wing unfolds, exposing a complex internal mechanical structure. It envisions bright cold industrial lighting, visible metallic components such as pistons, gears, and connecting rods, bundles of color-coded wires, sharp edge highlights and deep shadows, and a high-tech precision aesthetic. The overall intent is to convey advanced engineering and a dramatic, focused presentation.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy blue tint and pronounced noise, resulting in very low clarity. The imagery reads as blurred and lacks sharp detail; color fidelity is poor and contrast is inconsistent. The result is a consistently low-quality appearance with limited discernible content, making it difficult to identify fine features or structural details. Overall, Visual Quality is rated 1/5.\n\nText-to-Video Alignment Analysis:\nThe video does not convincingly realize the prompt. While there is some internal metallic texture and a hint of mechanical detail, the extreme close-up, the precise wing geometry, the unfolding sequence, and the high-fidelity lighting described in the prompt are not clearly realized. The alignment is weak and fails to capture the intended complexity and precision, yielding a Text-to-Video Alignment score of 1/5.\n\nPhysical/Common-sense Consistency:\nThere is a basic level of internal coherence in the mechanical cues and lighting, but the overall depiction remains underdeveloped and ambiguous due to the low fidelity. Some plausible material properties and spatial relationships are suggested, yet the scene does not convincingly demonstrate the described high-tech precision or consistent physical behavior. Overall, Physical Consistency is rated 2/5.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_4/index_tensor([4186, 4186])_group_4_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_4/index_tensor([4186, 4186])_group_4_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..4581664c8b6a9103ef7ca5a5404cca510a60d985
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_4/index_tensor([4186, 4186])_group_4_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "low-angle, static, wide-angle shot captures the profound stillness of an ancient forest, its atmosphere serene and majestic. Dominating the frame is a massive, ancient oak tree, its gnarled, moss-covered trunk seemingly absorbing the dappled sunlight filtering through the dense canopy. Suddenly, the stillness is violently shattered; the oak's roots begin to buckle catastrophically, emitting a low, shuddering groan. With a sharp, explosive sound, the dark, heavily wrinkled bark splits outward, revealing the pale, virgin wood beneath. The giant tree begins to slowly and inexorably tilt, its immense weight pulling it downward at an ever-increasing pace. Its vast canopy of dark green leaves plummets through the air, shearing off the branches of neighboring trees as it falls. The final impact with the forest floor is massive, earth-shaking, instantly sending up a thick, swirling cloud of dust, soil, and a whirlwind of chaotic leaves that temporarily obscures the entire scene, creating a powerful and dramatic atmosphere of sudden, violent collapse.",
+        "seed": 11125,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_4/index_4186_seed_11125_dp_8_rank_16_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, static wide-angle shot capturing the profound stillness of an ancient forest, centered on a massive oak tree with gnarled, moss-covered trunk, dappled sunlight filtering through the dense canopy, followed by a catastrophic collapse sequence where the tree roots buckle, bark splits, the tree tilts and falls, and a dust/soil cloud and chaotic leaves create a powerful, sudden collapse atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals present a moody, atmospheric forest scene with a prominent tree and filtered light. The color palette is cool and blue-tinted, contributing to a cinematic feel. The resolution is adequate but not high, and there is some softness or mild blur in parts of the image. Lighting remains consistent across shots, supporting a cohesive look. Overall, the visual quality is moderate rather than exceptional, with no major distortions or artifacts evident.\n\nText-to-Video Alignment Analysis:\nThe video aligns with several aspects of the prompt (low-angle perspective, wide framing, ancient forest setting, and a large central tree). However, the crucial narrative elements described in the prompt — the catastrophic collapse sequence, the root buckling, the bark splitting, the progressive tilting, the falling canopy, and the dust/leaf cloud — are not depicted in the frames. The result is a partial alignment: the mood and setting match, but the core action is missing, yielding a moderate level of alignment overall.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships within a stylized, atmospheric framework. The tree’s structure, lighting, and spatial arrangement appear coherent, and there are no obvious violations of basic physics. The absence of the collapse sequence does not introduce physical contradictions; it simply reflects a mismatch between the intended dramatic event and what is shown. Overall, physical/common-sense consistency is moderate.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.71875,
+                    "TA": 1.609375,
+                    "MQ": 3.015625,
+                    "Overall": 7.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, static wide-angle shot capturing the profound stillness of an ancient forest, centered on a massive oak tree with gnarled, moss-covered trunk, dappled sunlight filtering through the dense canopy, followed by a catastrophic collapse sequence where the tree roots buckle, bark splits, the tree tilts and falls, and a dust/soil cloud and chaotic leaves create a powerful, sudden collapse atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals present a moody, atmospheric forest scene with a prominent tree and filtered light. The color palette is cool and blue-tinted, contributing to a cinematic feel. The resolution is adequate but not high, and there is some softness or mild blur in parts of the image. Lighting remains consistent across shots, supporting a cohesive look. Overall, the visual quality is moderate rather than exceptional, with no major distortions or artifacts evident.\n\nText-to-Video Alignment Analysis:\nThe video aligns with several aspects of the prompt (low-angle perspective, wide framing, ancient forest setting, and a large central tree). However, the crucial narrative elements described in the prompt — the catastrophic collapse sequence, the root buckling, the bark splitting, the progressive tilting, the falling canopy, and the dust/leaf cloud — are not depicted in the frames. The result is a partial alignment: the mood and setting match, but the core action is missing, yielding a moderate level of alignment overall.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical relationships within a stylized, atmospheric framework. The tree’s structure, lighting, and spatial arrangement appear coherent, and there are no obvious violations of basic physics. The absence of the collapse sequence does not introduce physical contradictions; it simply reflects a mismatch between the intended dramatic event and what is shown. Overall, physical/common-sense consistency is moderate.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle, static, wide-angle shot captures the profound stillness of an ancient forest, its atmosphere serene and majestic. Dominating the frame is a massive, ancient oak tree, its gnarled, moss-covered trunk seemingly absorbing the dappled sunlight filtering through the dense canopy. Suddenly, the stillness is violently shattered; the oak's roots begin to buckle catastrophically, emitting a low, shuddering groan. With a sharp, explosive sound, the dark, heavily wrinkled bark splits outward, revealing the pale, virgin wood beneath. The giant tree begins to slowly and inexorably tilt, its immense weight pulling it downward at an ever-increasing pace. Its vast canopy of dark green leaves plummets through the air, shearing off the branches of neighboring trees as it falls. The final impact with the forest floor is massive, earth-shaking, instantly sending up a thick, swirling cloud of dust, soil, and a whirlwind of chaotic leaves that temporarily obscures the entire scene, creating a powerful and dramatic atmosphere of sudden, violent collapse.",
+        "seed": 11126,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_4/index_4186_seed_11126_dp_8_rank_16_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.953125,
+        "video_score2_ta": 2.015625,
+        "video_score2_mq": 2.890625,
+        "video_score2_overall": 6.875,
+        "avg": 6.859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, static, wide-angle shot captures the profound stillness of an ancient forest, its atmosphere serene and majestic. Dominating the frame is a massive, ancient oak tree, its gnarled, moss-covered trunk seemingly absorbing the dappled sunlight filtering through the dense canopy. Suddenly, the stillness is violently shattered; the oak's roots begin to buckle catastrophically, emitting a low, shuddering groan. With a sharp, explosive sound, the dark, heavily wrinkled bark splits outward, revealing the pale, virgin wood beneath. The giant tree begins to slowly and inexorably tilt, its immense weight pulling it downward at an ever-increasing pace. Its vast canopy of dark green leaves plummets through the air, shearing off the branches of neighboring trees as it falls. The final impact with the forest floor is massive, earth-shaking, instantly sending up a thick, swirling cloud of dust, soil, and a whirlwind of chaotic leaves that temporarily obscures the entire scene, creating a powerful and dramatic atmosphere of sudden, violent collapse.",
+                "token_credit_reward": 6.875,
+                "selected_reward": 6.875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, static wide-angle shot capturing the profound stillness of an ancient forest, centered on a massive ancient oak tree with gnarled, moss-covered trunk, dappled sunlight filtering through dense canopy. It then describes the dramatic collapse of the tree, including roots buckling, bark splitting, the tree tilting and falling, leaves shearing off branches of neighboring trees, and a final impact with the forest floor that sends up a thick cloud of dust and debris.\n\nVisual Quality Analysis:\nAcross the sequence, the imagery remains legible but overall quality sits at a mid level. There are occasional compression artifacts and mild noise, yet the tree and forest elements stay identifiable. Some frames show slight blur or color desaturation, but these do not render the scene illegible. Overall, the visual quality is acceptable and coherent, though not pristine.\n\nText-to-Video Alignment Analysis:\nThe video includes a large tree and a forest setting consistent with parts of the prompt. However, the crucial dynamic events described in the prompt — the tree collapsing, roots buckling, bark splitting, the tree tilting and falling, leaves shearing off, and the final impact with dust and debris — are not depicted. The sequence remains largely static, resulting in only partial alignment with the narrative.\n\nPhysical/Common-sense Consistency:\nThe depiction does not convincingly convey the expected physical dynamics of a tree collapse. The absence of progressive tilting, root movement, bark separation, and debris generation reduces plausibility. While the environment appears believable, the core physical progression described in the prompt is not demonstrated, yielding limited common-sense consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.953125,
+                    "TA": 2.015625,
+                    "MQ": 2.890625,
+                    "Overall": 6.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, static wide-angle shot capturing the profound stillness of an ancient forest, centered on a massive ancient oak tree with gnarled, moss-covered trunk, dappled sunlight filtering through dense canopy. It then describes the dramatic collapse of the tree, including roots buckling, bark splitting, the tree tilting and falling, leaves shearing off branches of neighboring trees, and a final impact with the forest floor that sends up a thick cloud of dust and debris.\n\nVisual Quality Analysis:\nAcross the sequence, the imagery remains legible but overall quality sits at a mid level. There are occasional compression artifacts and mild noise, yet the tree and forest elements stay identifiable. Some frames show slight blur or color desaturation, but these do not render the scene illegible. Overall, the visual quality is acceptable and coherent, though not pristine.\n\nText-to-Video Alignment Analysis:\nThe video includes a large tree and a forest setting consistent with parts of the prompt. However, the crucial dynamic events described in the prompt — the tree collapsing, roots buckling, bark splitting, the tree tilting and falling, leaves shearing off, and the final impact with dust and debris — are not depicted. The sequence remains largely static, resulting in only partial alignment with the narrative.\n\nPhysical/Common-sense Consistency:\nThe depiction does not convincingly convey the expected physical dynamics of a tree collapse. The absence of progressive tilting, root movement, bark separation, and debris generation reduces plausibility. While the environment appears believable, the core physical progression described in the prompt is not demonstrated, yielding limited common-sense consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "low-angle, static, wide-angle shot captures the profound stillness of an ancient forest, its atmosphere serene and majestic. Dominating the frame is a massive, ancient oak tree, its gnarled, moss-covered trunk seemingly absorbing the dappled sunlight filtering through the dense canopy. Suddenly, the stillness is violently shattered; the oak's roots begin to buckle catastrophically, emitting a low, shuddering groan. With a sharp, explosive sound, the dark, heavily wrinkled bark splits outward, revealing the pale, virgin wood beneath. The giant tree begins to slowly and inexorably tilt, its immense weight pulling it downward at an ever-increasing pace. Its vast canopy of dark green leaves plummets through the air, shearing off the branches of neighboring trees as it falls. The final impact with the forest floor is massive, earth-shaking, instantly sending up a thick, swirling cloud of dust, soil, and a whirlwind of chaotic leaves that temporarily obscures the entire scene, creating a powerful and dramatic atmosphere of sudden, violent collapse.",
+        "seed": 11127,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_4/index_4186_seed_11127_dp_9_rank_18_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.734375,
+        "video_score2_ta": 1.0859375,
+        "video_score2_mq": 1.4921875,
+        "video_score2_overall": 4.3125,
+        "avg": 4.3125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, static, wide-angle shot captures the profound stillness of an ancient forest, its atmosphere serene and majestic. Dominating the frame is a massive, ancient oak tree, its gnarled, moss-covered trunk seemingly absorbing the dappled sunlight filtering through the dense canopy. Suddenly, the stillness is violently shattered; the oak's roots begin to buckle catastrophically, emitting a low, shuddering groan. With a sharp, explosive sound, the dark, heavily wrinkled bark splits outward, revealing the pale, virgin wood beneath. The giant tree begins to slowly and inexorably tilt, its immense weight pulling it downward at an ever-increasing pace. Its vast canopy of dark green leaves plummets through the air, shearing off the branches of neighboring trees as it falls. The final impact with the forest floor is massive, earth-shaking, instantly sending up a thick, swirling cloud of dust, soil, and a whirlwind of chaotic leaves that temporarily obscures the entire scene, creating a powerful and dramatic atmosphere of sudden, violent collapse.",
+                "token_credit_reward": 4.3125,
+                "selected_reward": 4.3125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, static wide-angle shot capturing the profound stillness of an ancient forest, dominated by a massive ancient oak tree with gnarled, moss-covered trunk, dappled sunlight filtering through dense canopy, followed by a catastrophic collapse sequence where the tree roots buckle, emits a low groan, then explodes with the bark splitting outward, revealing pale wood, the tree tilts slowly and falls, canopy shears off branches of neighboring trees, ends with massive impact and dust cloud obscuring the scene.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. A pronounced pixelation/grid-like pattern dominates the image, producing a coarse, mosaic-like texture that obscures details. Color grading is inconsistent, with blue-green tints and washed-out tones further diminishing clarity. The resolution appears low, and the overall presentation lacks crispness and polish. While there is some basic stability between frames, the pervasive artifacts and low fidelity dominate perception, resulting in a very poor visual quality assessment.\n\nText-to-Video Alignment Assessment:\nThe frames do not convincingly realize the described scene. The dominant element—a large ancient oak with gnarled trunk and dappled light—appears only superficially, and the atmospheric mood is not effectively conveyed due to the heavy artifacts. The catastrophic collapse sequence is not depicted in these frames, and the core narrative progression is missing. Overall alignment with the prompt is limited, reflecting a weak correspondence between description and visuals.\n\nPhysical/Common-sense Consistency:\nThe imagery shows substantial inconsistencies with physical realism. The extreme pixelation and color distortions disrupt depth cues, scale relationships, and lighting logic, making it difficult to infer plausible physics or material behavior. The result is a scene that feels visually implausible and does not support believable common-sense interpretation.\n\nGround-truth scores (for reference): Visual Quality 1; Text-to-Video Alignment 2; Physical Consistency 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 2,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.734375,
+                    "TA": 1.0859375,
+                    "MQ": 1.4921875,
+                    "Overall": 4.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, static wide-angle shot capturing the profound stillness of an ancient forest, dominated by a massive ancient oak tree with gnarled, moss-covered trunk, dappled sunlight filtering through dense canopy, followed by a catastrophic collapse sequence where the tree roots buckle, emits a low groan, then explodes with the bark splitting outward, revealing pale wood, the tree tilts slowly and falls, canopy shears off branches of neighboring trees, ends with massive impact and dust cloud obscuring the scene.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. A pronounced pixelation/grid-like pattern dominates the image, producing a coarse, mosaic-like texture that obscures details. Color grading is inconsistent, with blue-green tints and washed-out tones further diminishing clarity. The resolution appears low, and the overall presentation lacks crispness and polish. While there is some basic stability between frames, the pervasive artifacts and low fidelity dominate perception, resulting in a very poor visual quality assessment.\n\nText-to-Video Alignment Assessment:\nThe frames do not convincingly realize the described scene. The dominant element—a large ancient oak with gnarled trunk and dappled light—appears only superficially, and the atmospheric mood is not effectively conveyed due to the heavy artifacts. The catastrophic collapse sequence is not depicted in these frames, and the core narrative progression is missing. Overall alignment with the prompt is limited, reflecting a weak correspondence between description and visuals.\n\nPhysical/Common-sense Consistency:\nThe imagery shows substantial inconsistencies with physical realism. The extreme pixelation and color distortions disrupt depth cues, scale relationships, and lighting logic, making it difficult to infer plausible physics or material behavior. The result is a scene that feels visually implausible and does not support believable common-sense interpretation.\n\nGround-truth scores (for reference): Visual Quality 1; Text-to-Video Alignment 2; Physical Consistency 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "low-angle, static, wide-angle shot captures the profound stillness of an ancient forest, its atmosphere serene and majestic. Dominating the frame is a massive, ancient oak tree, its gnarled, moss-covered trunk seemingly absorbing the dappled sunlight filtering through the dense canopy. Suddenly, the stillness is violently shattered; the oak's roots begin to buckle catastrophically, emitting a low, shuddering groan. With a sharp, explosive sound, the dark, heavily wrinkled bark splits outward, revealing the pale, virgin wood beneath. The giant tree begins to slowly and inexorably tilt, its immense weight pulling it downward at an ever-increasing pace. Its vast canopy of dark green leaves plummets through the air, shearing off the branches of neighboring trees as it falls. The final impact with the forest floor is massive, earth-shaking, instantly sending up a thick, swirling cloud of dust, soil, and a whirlwind of chaotic leaves that temporarily obscures the entire scene, creating a powerful and dramatic atmosphere of sudden, violent collapse.",
+        "seed": 11128,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_4/index_4186_seed_11128_dp_9_rank_18_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.125,
+        "video_score2_ta": 2.15625,
+        "video_score2_mq": 2.875,
+        "video_score2_overall": 7.15625,
+        "avg": 7.15625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, static, wide-angle shot captures the profound stillness of an ancient forest, its atmosphere serene and majestic. Dominating the frame is a massive, ancient oak tree, its gnarled, moss-covered trunk seemingly absorbing the dappled sunlight filtering through the dense canopy. Suddenly, the stillness is violently shattered; the oak's roots begin to buckle catastrophically, emitting a low, shuddering groan. With a sharp, explosive sound, the dark, heavily wrinkled bark splits outward, revealing the pale, virgin wood beneath. The giant tree begins to slowly and inexorably tilt, its immense weight pulling it downward at an ever-increasing pace. Its vast canopy of dark green leaves plummets through the air, shearing off the branches of neighboring trees as it falls. The final impact with the forest floor is massive, earth-shaking, instantly sending up a thick, swirling cloud of dust, soil, and a whirlwind of chaotic leaves that temporarily obscures the entire scene, creating a powerful and dramatic atmosphere of sudden, violent collapse.",
+                "token_credit_reward": 7.15625,
+                "selected_reward": 7.15625,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    0,
+                    1
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, static wide-angle shot capturing the profound stillness of an ancient forest, with a massive ancient oak dominating the frame. It envisions the oak's roots buckling catastrophically, the bark splitting outward, the tree tilting slowly and inexorably, a massive canopy falling, and a final impact with the forest floor that sends up a thick cloud of dust and debris, creating a powerful atmosphere of sudden collapse.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals maintain a moody forest ambiance with atmospheric lighting and fog. The imagery is coherent and the color palette remains consistent, but there are noticeable issues that temper the overall quality. Some frames show mild blur or softness, occasional compression artifacts, and minor color inconsistencies. The resolution is adequate but not high, and a few transitions feel slightly abrupt rather than seamless. Overall, the visuals convey the intended mood, but they do not reach high-fidelity realism.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements of the prompt — a low-angle perspective, a prominent ancient tree, and a misty forest setting — which aligns with the general intent. However, key dramatic events described in the prompt are not realized: there is no clear root buckling, bark splitting, or catastrophic tilt, and the sequence does not culminate in a massive impact or a dust cloud. The result is a moderate level of alignment: some aspects match, while others are missing or underdeveloped.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible forest physics and environmental coherence, with consistent lighting and fog behavior. Yet the absence of the expected dynamic forces and the lack of a final collapse introduce a disconnect between the narrative and the visuals. The overall physical consistency is acceptable but not strongly convincing given the described event sequence.\n\nOverall assessment:\nThe video presents a visually coherent forest scene with a moody atmosphere, but it only partially fulfills the dramatic transformation described in the prompt. The alignment is moderate, and the physical consistency remains acceptable without fully realizing the intended catastrophic progression.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.125,
+                    "TA": 2.15625,
+                    "MQ": 2.875,
+                    "Overall": 7.15625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, static wide-angle shot capturing the profound stillness of an ancient forest, with a massive ancient oak dominating the frame. It envisions the oak's roots buckling catastrophically, the bark splitting outward, the tree tilting slowly and inexorably, a massive canopy falling, and a final impact with the forest floor that sends up a thick cloud of dust and debris, creating a powerful atmosphere of sudden collapse.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals maintain a moody forest ambiance with atmospheric lighting and fog. The imagery is coherent and the color palette remains consistent, but there are noticeable issues that temper the overall quality. Some frames show mild blur or softness, occasional compression artifacts, and minor color inconsistencies. The resolution is adequate but not high, and a few transitions feel slightly abrupt rather than seamless. Overall, the visuals convey the intended mood, but they do not reach high-fidelity realism.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements of the prompt — a low-angle perspective, a prominent ancient tree, and a misty forest setting — which aligns with the general intent. However, key dramatic events described in the prompt are not realized: there is no clear root buckling, bark splitting, or catastrophic tilt, and the sequence does not culminate in a massive impact or a dust cloud. The result is a moderate level of alignment: some aspects match, while others are missing or underdeveloped.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible forest physics and environmental coherence, with consistent lighting and fog behavior. Yet the absence of the expected dynamic forces and the lack of a final collapse introduce a disconnect between the narrative and the visuals. The overall physical consistency is acceptable but not strongly convincing given the described event sequence.\n\nOverall assessment:\nThe video presents a visually coherent forest scene with a moody atmosphere, but it only partially fulfills the dramatic transformation described in the prompt. The alignment is moderate, and the physical consistency remains acceptable without fully realizing the intended catastrophic progression.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_5/index_tensor([9435, 9435])_group_5_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_5/index_tensor([9435, 9435])_group_5_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..de2536bff1894e533dc5433c6b03450ace7c3415
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_5/index_tensor([9435, 9435])_group_5_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "powerful, cinematic slow-motion shot, filmed from a slightly upward angle, the camera held steady, captures the magnificent moment of a massive wave crashing down at its crest. This vast body of water, its walls a deep indigo, is bathed in the evening sun, its upper reaches shimmering with a crystalline turquoise, like a vast, flowing emerald. When the crest of the wave, unable to support its own weight, forms a perfect, nearly closed tubular arc, it begins to crash downward with an unstoppable force, like the collapse of a mountain range, unleashing a multi-meter-high explosion of white water droplets and foam. In the extreme slow motion, each droplet, illuminated by the golden sunlight, is clearly visible, like a diamond suspended in mid-air, refracting a dazzling light. The tumbling white foam contrasts sharply against the deep blue of the sea. The entire scene is imbued with a raw, majestic power of nature, creating an atmosphere of both awe and awe.",
+        "seed": 25062,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_5/index_9435_seed_25062_dp_10_rank_20_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.421875,
+        "video_score2_ta": 1.8671875,
+        "video_score2_mq": 2.109375,
+        "video_score2_overall": 6.375,
+        "avg": 6.3984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "powerful, cinematic slow-motion shot, filmed from a slightly upward angle, the camera held steady, captures the magnificent moment of a massive wave crashing down at its crest. This vast body of water, its walls a deep indigo, is bathed in the evening sun, its upper reaches shimmering with a crystalline turquoise, like a vast, flowing emerald. When the crest of the wave, unable to support its own weight, forms a perfect, nearly closed tubular arc, it begins to crash downward with an unstoppable force, like the collapse of a mountain range, unleashing a multi-meter-high explosion of white water droplets and foam. In the extreme slow motion, each droplet, illuminated by the golden sunlight, is clearly visible, like a diamond suspended in mid-air, refracting a dazzling light. The tumbling white foam contrasts sharply against the deep blue of the sea. The entire scene is imbued with a raw, majestic power of nature, creating an atmosphere of both awe and awe.",
+                "token_credit_reward": 6.375,
+                "selected_reward": 6.375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a cinematic, powerful slow-motion shot of a massive wave, filmed from a slightly upward angle, with a steady camera, capturing the wave's dramatic moment as it breaks. It envisions deep indigo walls, evening lighting, a crest forming a near-closed tubular arc, followed by a forceful crash with white droplets and foam, each illuminated by golden light, creating a raw, majestic power of nature.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but exhibit noticeable compression artifacts and some pixelation that reduce fine detail. The wave remains identifiable across frames, and color grading yields a moody blue-green palette with white foam, but sharpness and texture are not consistently high. The sequence appears stable without major distortions, though the overall clarity does not reach high-fidelity levels.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a large wave, a slightly elevated camera angle, and a steady shot that conveys the intended mood. The core elements—massive scale, dramatic lighting, and the arc-like crest—are present. Some nuanced details from the prompt (e.g., exact timing of droplets, precise arc closure) are not fully realized, but the overall correspondence is solid.\n\nPhysical/Common-sense Consistency:\nPhysical realism is moderate (score 3). Wave dynamics follow plausible ocean behavior, with coherent foam and spray patterns. Lighting and color temperature align with an overcast/gray sky, producing a subdued atmosphere. While the scene feels believable, there are minor inconsistencies in micro-physics cues (e.g., spray intensity or timing) that prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality - clarity, smoothness, artifacts: 3\n(2) text-to-video alignment - fidelity to the prompt: 4\n(3) physical/common-sense consistency - naturalness and physics plausibility: 3\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 2.421875,
+                    "TA": 1.8671875,
+                    "MQ": 2.109375,
+                    "Overall": 6.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a cinematic, powerful slow-motion shot of a massive wave, filmed from a slightly upward angle, with a steady camera, capturing the wave's dramatic moment as it breaks. It envisions deep indigo walls, evening lighting, a crest forming a near-closed tubular arc, followed by a forceful crash with white droplets and foam, each illuminated by golden light, creating a raw, majestic power of nature.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but exhibit noticeable compression artifacts and some pixelation that reduce fine detail. The wave remains identifiable across frames, and color grading yields a moody blue-green palette with white foam, but sharpness and texture are not consistently high. The sequence appears stable without major distortions, though the overall clarity does not reach high-fidelity levels.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a large wave, a slightly elevated camera angle, and a steady shot that conveys the intended mood. The core elements—massive scale, dramatic lighting, and the arc-like crest—are present. Some nuanced details from the prompt (e.g., exact timing of droplets, precise arc closure) are not fully realized, but the overall correspondence is solid.\n\nPhysical/Common-sense Consistency:\nPhysical realism is moderate (score 3). Wave dynamics follow plausible ocean behavior, with coherent foam and spray patterns. Lighting and color temperature align with an overcast/gray sky, producing a subdued atmosphere. While the scene feels believable, there are minor inconsistencies in micro-physics cues (e.g., spray intensity or timing) that prevent a higher level of realism.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality - clarity, smoothness, artifacts: 3\n(2) text-to-video alignment - fidelity to the prompt: 4\n(3) physical/common-sense consistency - naturalness and physics plausibility: 3"
+        ]
+    },
+    {
+        "prompt": "powerful, cinematic slow-motion shot, filmed from a slightly upward angle, the camera held steady, captures the magnificent moment of a massive wave crashing down at its crest. This vast body of water, its walls a deep indigo, is bathed in the evening sun, its upper reaches shimmering with a crystalline turquoise, like a vast, flowing emerald. When the crest of the wave, unable to support its own weight, forms a perfect, nearly closed tubular arc, it begins to crash downward with an unstoppable force, like the collapse of a mountain range, unleashing a multi-meter-high explosion of white water droplets and foam. In the extreme slow motion, each droplet, illuminated by the golden sunlight, is clearly visible, like a diamond suspended in mid-air, refracting a dazzling light. The tumbling white foam contrasts sharply against the deep blue of the sea. The entire scene is imbued with a raw, majestic power of nature, creating an atmosphere of both awe and awe.",
+        "seed": 25063,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_5/index_9435_seed_25063_dp_10_rank_20_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.9765625,
+        "video_score2_ta": 3.03125,
+        "video_score2_mq": 3.09375,
+        "video_score2_overall": 8.125,
+        "avg": 8.1015625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "powerful, cinematic slow-motion shot, filmed from a slightly upward angle, the camera held steady, captures the magnificent moment of a massive wave crashing down at its crest. This vast body of water, its walls a deep indigo, is bathed in the evening sun, its upper reaches shimmering with a crystalline turquoise, like a vast, flowing emerald. When the crest of the wave, unable to support its own weight, forms a perfect, nearly closed tubular arc, it begins to crash downward with an unstoppable force, like the collapse of a mountain range, unleashing a multi-meter-high explosion of white water droplets and foam. In the extreme slow motion, each droplet, illuminated by the golden sunlight, is clearly visible, like a diamond suspended in mid-air, refracting a dazzling light. The tumbling white foam contrasts sharply against the deep blue of the sea. The entire scene is imbued with a raw, majestic power of nature, creating an atmosphere of both awe and awe.",
+                "token_credit_reward": 8.125,
+                "selected_reward": 8.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic, slow-motion ocean scene featuring a massive wave with specific color cues (deep indigo walls, turquoise upper reaches, golden sunlight), a perfect tubular crest, and a dramatic crash with visible droplets and foam. The overall intent is a raw, majestic portrayal of nature's power.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but persistent softness and some blur, especially in the water textures. Color grading yields a moody blue-green palette with occasional golden highlights, yet fine details remain lacking. There are no major distortions or abrupt frame changes, and the sequence remains coherent, but the lack of sharpness reduces perceived clarity.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a large wave and a sense of scale, but several key prompt elements are not convincingly realized: the exact upward camera angle is not clearly established, the crest does not consistently form a perfect tubular arc, and the dramatic, multi-meter-high crash with visible droplets and suspended light is not clearly depicted. The golden sunlight illumination and the precise droplet dynamics are not strongly conveyed. Overall, the scene captures the general idea but misses important specifics.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The wave behavior follows plausible ocean physics, with natural foam and spray and coherent motion across frames. However, some lighting cues and the timing of the crest and crash do not perfectly align with real-world expectations, resulting in minor inconsistencies that prevent a higher score.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.9765625,
+                    "TA": 3.03125,
+                    "MQ": 3.09375,
+                    "Overall": 8.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic, slow-motion ocean scene featuring a massive wave with specific color cues (deep indigo walls, turquoise upper reaches, golden sunlight), a perfect tubular crest, and a dramatic crash with visible droplets and foam. The overall intent is a raw, majestic portrayal of nature's power.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but persistent softness and some blur, especially in the water textures. Color grading yields a moody blue-green palette with occasional golden highlights, yet fine details remain lacking. There are no major distortions or abrupt frame changes, and the sequence remains coherent, but the lack of sharpness reduces perceived clarity.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a large wave and a sense of scale, but several key prompt elements are not convincingly realized: the exact upward camera angle is not clearly established, the crest does not consistently form a perfect tubular arc, and the dramatic, multi-meter-high crash with visible droplets and suspended light is not clearly depicted. The golden sunlight illumination and the precise droplet dynamics are not strongly conveyed. Overall, the scene captures the general idea but misses important specifics.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The wave behavior follows plausible ocean physics, with natural foam and spray and coherent motion across frames. However, some lighting cues and the timing of the crest and crash do not perfectly align with real-world expectations, resulting in minor inconsistencies that prevent a higher score.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "powerful, cinematic slow-motion shot, filmed from a slightly upward angle, the camera held steady, captures the magnificent moment of a massive wave crashing down at its crest. This vast body of water, its walls a deep indigo, is bathed in the evening sun, its upper reaches shimmering with a crystalline turquoise, like a vast, flowing emerald. When the crest of the wave, unable to support its own weight, forms a perfect, nearly closed tubular arc, it begins to crash downward with an unstoppable force, like the collapse of a mountain range, unleashing a multi-meter-high explosion of white water droplets and foam. In the extreme slow motion, each droplet, illuminated by the golden sunlight, is clearly visible, like a diamond suspended in mid-air, refracting a dazzling light. The tumbling white foam contrasts sharply against the deep blue of the sea. The entire scene is imbued with a raw, majestic power of nature, creating an atmosphere of both awe and awe.",
+        "seed": 25064,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_5/index_9435_seed_25064_dp_11_rank_22_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.4375,
+        "video_score2_ta": 3.3125,
+        "video_score2_mq": 3.171875,
+        "video_score2_overall": 8.9375,
+        "avg": 8.921875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "powerful, cinematic slow-motion shot, filmed from a slightly upward angle, the camera held steady, captures the magnificent moment of a massive wave crashing down at its crest. This vast body of water, its walls a deep indigo, is bathed in the evening sun, its upper reaches shimmering with a crystalline turquoise, like a vast, flowing emerald. When the crest of the wave, unable to support its own weight, forms a perfect, nearly closed tubular arc, it begins to crash downward with an unstoppable force, like the collapse of a mountain range, unleashing a multi-meter-high explosion of white water droplets and foam. In the extreme slow motion, each droplet, illuminated by the golden sunlight, is clearly visible, like a diamond suspended in mid-air, refracting a dazzling light. The tumbling white foam contrasts sharply against the deep blue of the sea. The entire scene is imbued with a raw, majestic power of nature, creating an atmosphere of both awe and awe.",
+                "token_credit_reward": 8.9375,
+                "selected_reward": 8.9375,
+                "frame_importance": [
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+                    0.7947511672973633
+                ],
+                "credit_map": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a cinematic, slow-motion shot of a massive wave at sunset, viewed from a slightly upward angle with a steady camera. It envisions a deep indigo wall of water, a golden-lit crest forming a near-closed tubular arc, followed by a dramatic crash with white droplets and foam, culminating in a raw, majestic display of nature's power.\n\nVisual Quality Assessment:\nOverall, the visuals are moderate in quality. The resolution is adequate but not high, and there is noticeable grain/noise that reduces sharpness. Colors are reasonably saturated, with deep blues and turquoise highlights, and lighting remains consistent across frames. There are no major distortions or abrupt frame changes, and the sequence maintains a coherent look. However, the graininess and limited sharpness prevent a higher-fidelity impression, placing the visual quality at a middle level.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—powerful wave dynamics, a cinematic feel, and a slightly elevated viewpoint with a steady camera. However, some aspects are underrepresented: the sunset lighting is not strongly conveyed, and the extremely detailed, diamond-like droplets and the near-perfect tubular crest are not fully realized. Overall, alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible ocean physics: the wave formation, crest behavior, and general motion align with real-world expectations. The depiction is coherent and believable, though not exceptionally precise in every micro-detail. Overall, physical consistency is solid but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.4375,
+                    "TA": 3.3125,
+                    "MQ": 3.171875,
+                    "Overall": 8.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a cinematic, slow-motion shot of a massive wave at sunset, viewed from a slightly upward angle with a steady camera. It envisions a deep indigo wall of water, a golden-lit crest forming a near-closed tubular arc, followed by a dramatic crash with white droplets and foam, culminating in a raw, majestic display of nature's power.\n\nVisual Quality Assessment:\nOverall, the visuals are moderate in quality. The resolution is adequate but not high, and there is noticeable grain/noise that reduces sharpness. Colors are reasonably saturated, with deep blues and turquoise highlights, and lighting remains consistent across frames. There are no major distortions or abrupt frame changes, and the sequence maintains a coherent look. However, the graininess and limited sharpness prevent a higher-fidelity impression, placing the visual quality at a middle level.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—powerful wave dynamics, a cinematic feel, and a slightly elevated viewpoint with a steady camera. However, some aspects are underrepresented: the sunset lighting is not strongly conveyed, and the extremely detailed, diamond-like droplets and the near-perfect tubular crest are not fully realized. Overall, alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible ocean physics: the wave formation, crest behavior, and general motion align with real-world expectations. The depiction is coherent and believable, though not exceptionally precise in every micro-detail. Overall, physical consistency is solid but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "powerful, cinematic slow-motion shot, filmed from a slightly upward angle, the camera held steady, captures the magnificent moment of a massive wave crashing down at its crest. This vast body of water, its walls a deep indigo, is bathed in the evening sun, its upper reaches shimmering with a crystalline turquoise, like a vast, flowing emerald. When the crest of the wave, unable to support its own weight, forms a perfect, nearly closed tubular arc, it begins to crash downward with an unstoppable force, like the collapse of a mountain range, unleashing a multi-meter-high explosion of white water droplets and foam. In the extreme slow motion, each droplet, illuminated by the golden sunlight, is clearly visible, like a diamond suspended in mid-air, refracting a dazzling light. The tumbling white foam contrasts sharply against the deep blue of the sea. The entire scene is imbued with a raw, majestic power of nature, creating an atmosphere of both awe and awe.",
+        "seed": 25065,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_5/index_9435_seed_25065_dp_11_rank_22_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.8671875,
+        "video_score2_ta": 3.0,
+        "video_score2_mq": 3.09375,
+        "video_score2_overall": 7.96875,
+        "avg": 7.9609375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "powerful, cinematic slow-motion shot, filmed from a slightly upward angle, the camera held steady, captures the magnificent moment of a massive wave crashing down at its crest. This vast body of water, its walls a deep indigo, is bathed in the evening sun, its upper reaches shimmering with a crystalline turquoise, like a vast, flowing emerald. When the crest of the wave, unable to support its own weight, forms a perfect, nearly closed tubular arc, it begins to crash downward with an unstoppable force, like the collapse of a mountain range, unleashing a multi-meter-high explosion of white water droplets and foam. In the extreme slow motion, each droplet, illuminated by the golden sunlight, is clearly visible, like a diamond suspended in mid-air, refracting a dazzling light. The tumbling white foam contrasts sharply against the deep blue of the sea. The entire scene is imbued with a raw, majestic power of nature, creating an atmosphere of both awe and awe.",
+                "token_credit_reward": 7.96875,
+                "selected_reward": 7.96875,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    0,
+                    2,
+                    1
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a cinematic, slow-motion shot of a massive wave at sunset, with specific color cues (deep indigo walls, turquoise upper reaches, golden sunlight), a perfect tubular crest, and a dramatic crash with visible droplets and foam. The intended mood is one of raw, majestic power and awe.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but persistent compression artifacts and some blur reduce sharpness. Color grading is uneven across shots, with occasional banding or desaturation that weakens the intended turquoise and golden tones. There is some frame-to-frame instability and minor jitter, though the sequence remains legible. The result is a watchable but not high-fidelity depiction; artifacts prevent a higher score.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a large wave with a crest and a sense of scale, and the lighting hints at sunset. However, several key prompt elements are underrepresented: the exact upward camera angle is not consistently maintained, the golden-hour illumination is not convincingly rendered, and the droplets and foam are not clearly resolved due to compression. The overall mood of raw majesty is present but not fully realized.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The wave’s form and general motion align with plausible ocean dynamics, and the scene maintains coherent spatial relationships. Some details—such as precise droplet trajectories and the timing of the crash—are obscured by artifacts, which slightly undermines realism. Overall, the physics feel reasonable, but the lack of crisp detail reduces convincingness.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.8671875,
+                    "TA": 3.0,
+                    "MQ": 3.09375,
+                    "Overall": 7.96875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a cinematic, slow-motion shot of a massive wave at sunset, with specific color cues (deep indigo walls, turquoise upper reaches, golden sunlight), a perfect tubular crest, and a dramatic crash with visible droplets and foam. The intended mood is one of raw, majestic power and awe.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but persistent compression artifacts and some blur reduce sharpness. Color grading is uneven across shots, with occasional banding or desaturation that weakens the intended turquoise and golden tones. There is some frame-to-frame instability and minor jitter, though the sequence remains legible. The result is a watchable but not high-fidelity depiction; artifacts prevent a higher score.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a large wave with a crest and a sense of scale, and the lighting hints at sunset. However, several key prompt elements are underrepresented: the exact upward camera angle is not consistently maintained, the golden-hour illumination is not convincingly rendered, and the droplets and foam are not clearly resolved due to compression. The overall mood of raw majesty is present but not fully realized.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The wave’s form and general motion align with plausible ocean dynamics, and the scene maintains coherent spatial relationships. Some details—such as precise droplet trajectories and the timing of the crash—are obscured by artifacts, which slightly undermines realism. Overall, the physics feel reasonable, but the lack of crisp detail reduces convincingness.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_6/index_tensor([79, 79])_group_6_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_6/index_tensor([79, 79])_group_6_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..3530ac75a6892e685860ef104bed970cf6a2cf85
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_6/index_tensor([79, 79])_group_6_rewards.json	
@@ -0,0 +1,10210 @@
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot with a steady rightward camera movement following a mid-range to high-end electric scooter turning a rain-slicked cobblestone street at dusk, rendered in dramatic black and white with an impressionistic style. The scooter should be sleek metallic, with a polished dark body, front wheel prominently tilted, and light from overhead streetlights casting bright fragmented highlights on the wet surface. The scene should feature a thin water spray from the rear wheel and a moody twilight atmosphere.\n\nVisual Quality Assessment:\nOverall, the video presents moderate visual quality. The imagery is legible but not pristine; there are occasional compression artifacts and mild noise that reduce sharpness. The resolution is adequate but not high, and some frames show slight motion blur or color/contrast inconsistencies. The lighting and reflections exist but are not consistently refined across the sequence, resulting in a mid-range impression rather than a high-fidelity look.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial. The video captures several core elements such as a low-angle perspective, a rightward camera motion, and a rain-slicked surface with wet reflections. However, key aspects of the prompt are underrepresented: the scooter’s form appears more like a conventional motorcycle than a sleek, modern electric scooter, and the distinctive impressionistic rendering described in the prompt is not evident. Overall, the alignment sits at a moderate level.\n\nPhysical/Common-sense Consistency:\nPhysics and environmental interactions are generally plausible. The vehicle interacts with the wet surface in a believable manner, and lighting reflections align with the damp conditions. There are no obvious physics violations, and the scene maintains coherent spatial relationships. Some minor inconsistencies in motion dynamics or surface interaction may be present, but they do not undermine overall plausibility.\n\nGround-truth scores (for reference): Visual Quality 3, Text-to-Video Alignment 3, Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.15625,
+                    "TA": 2.375,
+                    "MQ": 2.953125,
+                    "Overall": 7.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot with a steady rightward camera movement following a mid-range to high-end electric scooter turning a rain-slicked cobblestone street at dusk, rendered in dramatic black and white with an impressionistic style. The scooter should be sleek metallic, with a polished dark body, front wheel prominently tilted, and light from overhead streetlights casting bright fragmented highlights on the wet surface. The scene should feature a thin water spray from the rear wheel and a moody twilight atmosphere.\n\nVisual Quality Assessment:\nOverall, the video presents moderate visual quality. The imagery is legible but not pristine; there are occasional compression artifacts and mild noise that reduce sharpness. The resolution is adequate but not high, and some frames show slight motion blur or color/contrast inconsistencies. The lighting and reflections exist but are not consistently refined across the sequence, resulting in a mid-range impression rather than a high-fidelity look.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial. The video captures several core elements such as a low-angle perspective, a rightward camera motion, and a rain-slicked surface with wet reflections. However, key aspects of the prompt are underrepresented: the scooter’s form appears more like a conventional motorcycle than a sleek, modern electric scooter, and the distinctive impressionistic rendering described in the prompt is not evident. Overall, the alignment sits at a moderate level.\n\nPhysical/Common-sense Consistency:\nPhysics and environmental interactions are generally plausible. The vehicle interacts with the wet surface in a believable manner, and lighting reflections align with the damp conditions. There are no obvious physics violations, and the scene maintains coherent spatial relationships. Some minor inconsistencies in motion dynamics or surface interaction may be present, but they do not undermine overall plausibility.\n\nGround-truth scores (for reference): Visual Quality 3, Text-to-Video Alignment 3, Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle shot, the camera moving steadily to the right, follows a mid-range to high-end electric scooter as it gracefully turns a rain-slicked cobblestone street at dusk. The entire scene, rendered in dramatic black and white, is interpreted through an impressionistic style, where light and form blend into a symphony of textures and reflections. The scooter itself is a sleek metallic form, its polished dark graphite body dramatically tilted into the curve, its front wheel prominently tilted. Light from the overhead streetlights, though invisible, casts bright, fragmented highlights on the wet chassis and the uneven, gleaming cobblestones beneath. The impressionistic rendering transforms the reflections into a shimmering, painterly mosaic of shimmering white and dark gray, the scooter's edges and the background buildings softening into a moody twilight. A thin spray of water erupts from the rear wheel, catching the light and creating a fleeting luminous mist. The atmosphere is one of solitary elegance and quiet movement, emphasizing the beautiful, fleeting play of light on wet surfaces within a monochrome world.",
+        "seed": 18033,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_6/index_79_seed_18033_dp_12_rank_24_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.3125,
+        "video_score2_ta": 2.640625,
+        "video_score2_mq": 3.140625,
+        "video_score2_overall": 9.0625,
+        "avg": 9.09375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, the camera moving steadily to the right, follows a mid-range to high-end electric scooter as it gracefully turns a rain-slicked cobblestone street at dusk. The entire scene, rendered in dramatic black and white, is interpreted through an impressionistic style, where light and form blend into a symphony of textures and reflections. The scooter itself is a sleek metallic form, its polished dark graphite body dramatically tilted into the curve, its front wheel prominently tilted. Light from the overhead streetlights, though invisible, casts bright, fragmented highlights on the wet chassis and the uneven, gleaming cobblestones beneath. The impressionistic rendering transforms the reflections into a shimmering, painterly mosaic of shimmering white and dark gray, the scooter's edges and the background buildings softening into a moody twilight. A thin spray of water erupts from the rear wheel, catching the light and creating a fleeting luminous mist. The atmosphere is one of solitary elegance and quiet movement, emphasizing the beautiful, fleeting play of light on wet surfaces within a monochrome world.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot with a steady rightward camera movement following a mid-range to high-end electric scooter turning on a rain-slicked cobblestone street at dusk, rendered in dramatic black and white with an impressionistic style. In practice, the video adopts a color palette and lacks some described effects (rain spray, pronounced edge softness). The overall mood and motion cues align with the prompt only partially; several key elements are not realized in the footage.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and stable lighting, but there are noticeable limitations: occasional motion blur during the turn, minor compression artifacts, and a lack of the dramatic, high-contrast look implied by the prompt. The sequence remains coherent and legible, yet it does not reach high-fidelity realism or polish.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures the general idea of a scooter on a wet cobblestone surface with a low-angle feel, but critical prompt elements are missing or underdeveloped: there is no evident rain spray, the scene is not rendered in dramatic black and white, and the impressionistic texture and lighting are not strongly realized. The camera movement exists but is not consistently steady across the sequence.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scooter’s proportions and interaction with the wet surface are plausible, and lighting/shadows are generally coherent. However, subtle inconsistencies appear in motion dynamics and reflections that prevent a higher level of realism, keeping the overall physical behavior believable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.3125,
+                    "TA": 2.640625,
+                    "MQ": 3.140625,
+                    "Overall": 9.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot with a steady rightward camera movement following a mid-range to high-end electric scooter turning on a rain-slicked cobblestone street at dusk, rendered in dramatic black and white with an impressionistic style. In practice, the video adopts a color palette and lacks some described effects (rain spray, pronounced edge softness). The overall mood and motion cues align with the prompt only partially; several key elements are not realized in the footage.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent detail and stable lighting, but there are noticeable limitations: occasional motion blur during the turn, minor compression artifacts, and a lack of the dramatic, high-contrast look implied by the prompt. The sequence remains coherent and legible, yet it does not reach high-fidelity realism or polish.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures the general idea of a scooter on a wet cobblestone surface with a low-angle feel, but critical prompt elements are missing or underdeveloped: there is no evident rain spray, the scene is not rendered in dramatic black and white, and the impressionistic texture and lighting are not strongly realized. The camera movement exists but is not consistently steady across the sequence.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scooter’s proportions and interaction with the wet surface are plausible, and lighting/shadows are generally coherent. However, subtle inconsistencies appear in motion dynamics and reflections that prevent a higher level of realism, keeping the overall physical behavior believable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle shot, the camera moving steadily to the right, follows a mid-range to high-end electric scooter as it gracefully turns a rain-slicked cobblestone street at dusk. The entire scene, rendered in dramatic black and white, is interpreted through an impressionistic style, where light and form blend into a symphony of textures and reflections. The scooter itself is a sleek metallic form, its polished dark graphite body dramatically tilted into the curve, its front wheel prominently tilted. Light from the overhead streetlights, though invisible, casts bright, fragmented highlights on the wet chassis and the uneven, gleaming cobblestones beneath. The impressionistic rendering transforms the reflections into a shimmering, painterly mosaic of shimmering white and dark gray, the scooter's edges and the background buildings softening into a moody twilight. A thin spray of water erupts from the rear wheel, catching the light and creating a fleeting luminous mist. The atmosphere is one of solitary elegance and quiet movement, emphasizing the beautiful, fleeting play of light on wet surfaces within a monochrome world.",
+        "seed": 18034,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_6/index_79_seed_18034_dp_13_rank_26_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.921875,
+        "video_score2_ta": 2.734375,
+        "video_score2_mq": 3.140625,
+        "video_score2_overall": 8.8125,
+        "avg": 8.796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, the camera moving steadily to the right, follows a mid-range to high-end electric scooter as it gracefully turns a rain-slicked cobblestone street at dusk. The entire scene, rendered in dramatic black and white, is interpreted through an impressionistic style, where light and form blend into a symphony of textures and reflections. The scooter itself is a sleek metallic form, its polished dark graphite body dramatically tilted into the curve, its front wheel prominently tilted. Light from the overhead streetlights, though invisible, casts bright, fragmented highlights on the wet chassis and the uneven, gleaming cobblestones beneath. The impressionistic rendering transforms the reflections into a shimmering, painterly mosaic of shimmering white and dark gray, the scooter's edges and the background buildings softening into a moody twilight. A thin spray of water erupts from the rear wheel, catching the light and creating a fleeting luminous mist. The atmosphere is one of solitary elegance and quiet movement, emphasizing the beautiful, fleeting play of light on wet surfaces within a monochrome world.",
+                "token_credit_reward": 8.8125,
+                "selected_reward": 8.8125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot with a steady rightward camera movement following a mid-range to high-end electric scooter turning on a rain-slicked cobblestone street at dusk, rendered in dramatic black and white with an impressionistic style. The video captures several core elements—low-angle perspective, rightward motion, and a scooter on a wet cobblestone surface with dramatic lighting—but the overall aesthetic leans toward realism rather than the intended impressionistic texture. The monochrome palette and painterly mosaic of reflections are not fully realized, resulting in only partial alignment with the prompt’s artistic vision.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames maintain decent clarity and consistent lighting, but there are noticeable limitations: occasional motion blur during the turn, some noise in darker regions, and minor compression artifacts that reduce sharpness. The sequence remains coherent and stable, yet it does not reach high-fidelity detail or the refined, impressionistic texture described in the prompt.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). Core elements such as low-angle framing, rightward camera motion, and a scooter on a wet cobblestone surface are present. However, key aspects of the prompt—the dramatic black-and-white monochrome treatment, the impressionistic rendering, and the specific light interactions—are underrepresented, leading to only partial fidelity to the original vision.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scooter’s motion and interaction with the wet surface follow plausible dynamics, with believable reflections and spray behavior. There are no major physics violations, but the scene lacks some nuanced refinements in lighting interaction and surface texture that would elevate realism.\n\nGround-truth scores: Visual Quality = 3; Text-to-Video Alignment = 3; Physical Consistency = 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.921875,
+                    "TA": 2.734375,
+                    "MQ": 3.140625,
+                    "Overall": 8.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot with a steady rightward camera movement following a mid-range to high-end electric scooter turning on a rain-slicked cobblestone street at dusk, rendered in dramatic black and white with an impressionistic style. The video captures several core elements—low-angle perspective, rightward motion, and a scooter on a wet cobblestone surface with dramatic lighting—but the overall aesthetic leans toward realism rather than the intended impressionistic texture. The monochrome palette and painterly mosaic of reflections are not fully realized, resulting in only partial alignment with the prompt’s artistic vision.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames maintain decent clarity and consistent lighting, but there are noticeable limitations: occasional motion blur during the turn, some noise in darker regions, and minor compression artifacts that reduce sharpness. The sequence remains coherent and stable, yet it does not reach high-fidelity detail or the refined, impressionistic texture described in the prompt.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). Core elements such as low-angle framing, rightward camera motion, and a scooter on a wet cobblestone surface are present. However, key aspects of the prompt—the dramatic black-and-white monochrome treatment, the impressionistic rendering, and the specific light interactions—are underrepresented, leading to only partial fidelity to the original vision.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scooter’s motion and interaction with the wet surface follow plausible dynamics, with believable reflections and spray behavior. There are no major physics violations, but the scene lacks some nuanced refinements in lighting interaction and surface texture that would elevate realism.\n\nGround-truth scores: Visual Quality = 3; Text-to-Video Alignment = 3; Physical Consistency = 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle shot, the camera moving steadily to the right, follows a mid-range to high-end electric scooter as it gracefully turns a rain-slicked cobblestone street at dusk. The entire scene, rendered in dramatic black and white, is interpreted through an impressionistic style, where light and form blend into a symphony of textures and reflections. The scooter itself is a sleek metallic form, its polished dark graphite body dramatically tilted into the curve, its front wheel prominently tilted. Light from the overhead streetlights, though invisible, casts bright, fragmented highlights on the wet chassis and the uneven, gleaming cobblestones beneath. The impressionistic rendering transforms the reflections into a shimmering, painterly mosaic of shimmering white and dark gray, the scooter's edges and the background buildings softening into a moody twilight. A thin spray of water erupts from the rear wheel, catching the light and creating a fleeting luminous mist. The atmosphere is one of solitary elegance and quiet movement, emphasizing the beautiful, fleeting play of light on wet surfaces within a monochrome world.",
+        "seed": 18035,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_6/index_79_seed_18035_dp_13_rank_26_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.03125,
+        "video_score2_ta": 2.15625,
+        "video_score2_mq": 2.453125,
+        "video_score2_overall": 7.625,
+        "avg": 7.640625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, the camera moving steadily to the right, follows a mid-range to high-end electric scooter as it gracefully turns a rain-slicked cobblestone street at dusk. The entire scene, rendered in dramatic black and white, is interpreted through an impressionistic style, where light and form blend into a symphony of textures and reflections. The scooter itself is a sleek metallic form, its polished dark graphite body dramatically tilted into the curve, its front wheel prominently tilted. Light from the overhead streetlights, though invisible, casts bright, fragmented highlights on the wet chassis and the uneven, gleaming cobblestones beneath. The impressionistic rendering transforms the reflections into a shimmering, painterly mosaic of shimmering white and dark gray, the scooter's edges and the background buildings softening into a moody twilight. A thin spray of water erupts from the rear wheel, catching the light and creating a fleeting luminous mist. The atmosphere is one of solitary elegance and quiet movement, emphasizing the beautiful, fleeting play of light on wet surfaces within a monochrome world.",
+                "token_credit_reward": 7.625,
+                "selected_reward": 7.625,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot with a steady rightward camera movement following a mid-range to high-end electric scooter turning a rain-slicked cobblestone street at dusk, rendered in dramatic black and white with an impressionistic style. In practice, the video presents a dark, moody scene with a scooter on a wet surface, but several key prompt elements are not realized: the shot does not clearly read as low-angle, the motion is not convincingly rightward, the dusk lighting is not evident, and the dramatic black-and-white palette is not achieved. The overall impressionistic treatment exists only superficially, and the described dynamic actions (a graceful turn, visible water spray) are not convincingly depicted. Overall, the alignment to the prompt is limited.\n\nVisual Quality Analysis:\nThe frames show moderate resolution with some grain and noise, and the overall image quality is affected by compression and color grading choices that reduce sharpness. Lighting and reflections exist but are not consistently convincing across frames, and there are occasional artifacts that detract from realism. While the scene remains legible, the visual fidelity is below ideal levels, with noticeable limitations in clarity and polish.\n\nText-to-Video Alignment Analysis:\nThere are clear gaps between the prompt and what is shown. The low-angle requirement is not convincingly met, the camera motion is not clearly rightward, and the dusk ambiance is not evident. The dramatic black-and-white treatment is not achieved, and the impressionistic styling is only superficially present. The video captures basic elements such as a scooter on a wet surface, but the nuanced, dynamic aspects described in the prompt are not convincingly realized, resulting in a weak alignment overall.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible spatial relationships and coherent lighting interactions with wet surfaces, which supports basic physical plausibility. However, the absence of the described dynamic actions (graceful turn, water spray) and the mismatch with the intended atmospheric cues introduce mild inconsistencies with the expected behavior. Overall, physical consistency is acceptable but not strongly convincing, reflecting a moderate level of common-sense alignment.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.03125,
+                    "TA": 2.15625,
+                    "MQ": 2.453125,
+                    "Overall": 7.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot with a steady rightward camera movement following a mid-range to high-end electric scooter turning a rain-slicked cobblestone street at dusk, rendered in dramatic black and white with an impressionistic style. In practice, the video presents a dark, moody scene with a scooter on a wet surface, but several key prompt elements are not realized: the shot does not clearly read as low-angle, the motion is not convincingly rightward, the dusk lighting is not evident, and the dramatic black-and-white palette is not achieved. The overall impressionistic treatment exists only superficially, and the described dynamic actions (a graceful turn, visible water spray) are not convincingly depicted. Overall, the alignment to the prompt is limited.\n\nVisual Quality Analysis:\nThe frames show moderate resolution with some grain and noise, and the overall image quality is affected by compression and color grading choices that reduce sharpness. Lighting and reflections exist but are not consistently convincing across frames, and there are occasional artifacts that detract from realism. While the scene remains legible, the visual fidelity is below ideal levels, with noticeable limitations in clarity and polish.\n\nText-to-Video Alignment Analysis:\nThere are clear gaps between the prompt and what is shown. The low-angle requirement is not convincingly met, the camera motion is not clearly rightward, and the dusk ambiance is not evident. The dramatic black-and-white treatment is not achieved, and the impressionistic styling is only superficially present. The video captures basic elements such as a scooter on a wet surface, but the nuanced, dynamic aspects described in the prompt are not convincingly realized, resulting in a weak alignment overall.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible spatial relationships and coherent lighting interactions with wet surfaces, which supports basic physical plausibility. However, the absence of the described dynamic actions (graceful turn, water spray) and the mismatch with the intended atmospheric cues introduce mild inconsistencies with the expected behavior. Overall, physical consistency is acceptable but not strongly convincing, reflecting a moderate level of common-sense alignment.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_7/index_tensor([931, 931])_group_7_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_7/index_tensor([931, 931])_group_7_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd81dde7274daea0c80f1ab00970509740f8e99c
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_7/index_tensor([931, 931])_group_7_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "slowly advancing shot, shot from a slightly low angle, draws the viewer's attention to a tranquil Hui-style courtyard. Inside, the mottled white walls and dark-brown tiled eaves appear strikingly plain in the soft afternoon sunlight. Clumps of green bamboo cast flickering shadows against the corners. In the center of the frame, a delicate woman, with a classical bun and a simple wooden hairpin, dressed in a pale blue cotton and linen gown, gracefully kneels on a straw mat. Before her, a guqin (a traditional Chinese zither) with a warm, dark brown lacquer finish rests on a low wooden table. Her head bowed slightly, her expression focused and serene. Her left hand delicately twists the jade pegs at the zither's headstock, while her right index finger gently plucking the middle of the strings repeatedly. Then, she listens intently, discerning the subtle nuances of pitch. The seven strings shimmer in the sunlight. The entire scene is shrouded in a layer of warm and soft light. The bluestone floor and the moon-shaped gate in the distance together create a space full of classical poetry and tranquil beauty, creating an atmosphere of detachment and focus.",
+        "seed": 18385,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_7/index_931_seed_18385_dp_14_rank_28_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.484375,
+        "video_score2_ta": 3.640625,
+        "video_score2_mq": 3.078125,
+        "video_score2_overall": 9.1875,
+        "avg": 9.203125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slowly advancing shot, shot from a slightly low angle, draws the viewer's attention to a tranquil Hui-style courtyard. Inside, the mottled white walls and dark-brown tiled eaves appear strikingly plain in the soft afternoon sunlight. Clumps of green bamboo cast flickering shadows against the corners. In the center of the frame, a delicate woman, with a classical bun and a simple wooden hairpin, dressed in a pale blue cotton and linen gown, gracefully kneels on a straw mat. Before her, a guqin (a traditional Chinese zither) with a warm, dark brown lacquer finish rests on a low wooden table. Her head bowed slightly, her expression focused and serene. Her left hand delicately twists the jade pegs at the zither's headstock, while her right index finger gently plucking the middle of the strings repeatedly. Then, she listens intently, discerning the subtle nuances of pitch. The seven strings shimmer in the sunlight. The entire scene is shrouded in a layer of warm and soft light. The bluestone floor and the moon-shaped gate in the distance together create a space full of classical poetry and tranquil beauty, creating an atmosphere of detachment and focus.",
+                "token_credit_reward": 9.1875,
+                "selected_reward": 9.1875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a scene in a tranquil Hui-style courtyard with a woman playing a guqin. The setting features mottled white walls, dark-brown tiled eaves, bamboo clumps, a kneeling figure in a pale blue gown, a traditional zither on a low wooden table, and warm, soft lighting. The overall mood is one of classical poetry and tranquil beauty.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but exhibit some softness and occasional compression artifacts that reduce sharpness. The lighting remains warm and consistent across shots, and color grading supports the blue/green palette. There are no major distortions or abrupt frame-to-frame changes, and the composition stays stable. However, fine details such as facial features and hand positioning can be blurred, which lowers perceived clarity.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: a woman in a pale blue gown, a traditional guqin on a low wooden table, a courtyard ambiance with bamboo and architectural hints, and warm lighting. The camera angle appears slightly low as described. Some nuanced aspects—such as precise hand movements and the exact interaction with the instrument—are not perfectly rendered, but they do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships and lighting, and the instrument and props are positioned logically. However, there are minor inconsistencies in hand placement and interaction with the guqin that prevent perfect realism, though nothing breaks the overall coherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.484375,
+                    "TA": 3.640625,
+                    "MQ": 3.078125,
+                    "Overall": 9.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a scene in a tranquil Hui-style courtyard with a woman playing a guqin. The setting features mottled white walls, dark-brown tiled eaves, bamboo clumps, a kneeling figure in a pale blue gown, a traditional zither on a low wooden table, and warm, soft lighting. The overall mood is one of classical poetry and tranquil beauty.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but exhibit some softness and occasional compression artifacts that reduce sharpness. The lighting remains warm and consistent across shots, and color grading supports the blue/green palette. There are no major distortions or abrupt frame-to-frame changes, and the composition stays stable. However, fine details such as facial features and hand positioning can be blurred, which lowers perceived clarity.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: a woman in a pale blue gown, a traditional guqin on a low wooden table, a courtyard ambiance with bamboo and architectural hints, and warm lighting. The camera angle appears slightly low as described. Some nuanced aspects—such as precise hand movements and the exact interaction with the instrument—are not perfectly rendered, but they do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships and lighting, and the instrument and props are positioned logically. However, there are minor inconsistencies in hand placement and interaction with the guqin that prevent perfect realism, though nothing breaks the overall coherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slowly advancing shot, shot from a slightly low angle, draws the viewer's attention to a tranquil Hui-style courtyard. Inside, the mottled white walls and dark-brown tiled eaves appear strikingly plain in the soft afternoon sunlight. Clumps of green bamboo cast flickering shadows against the corners. In the center of the frame, a delicate woman, with a classical bun and a simple wooden hairpin, dressed in a pale blue cotton and linen gown, gracefully kneels on a straw mat. Before her, a guqin (a traditional Chinese zither) with a warm, dark brown lacquer finish rests on a low wooden table. Her head bowed slightly, her expression focused and serene. Her left hand delicately twists the jade pegs at the zither's headstock, while her right index finger gently plucking the middle of the strings repeatedly. Then, she listens intently, discerning the subtle nuances of pitch. The seven strings shimmer in the sunlight. The entire scene is shrouded in a layer of warm and soft light. The bluestone floor and the moon-shaped gate in the distance together create a space full of classical poetry and tranquil beauty, creating an atmosphere of detachment and focus.",
+        "seed": 18386,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_7/index_931_seed_18386_dp_14_rank_28_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.34375,
+        "video_score2_ta": 2.984375,
+        "video_score2_mq": 2.921875,
+        "video_score2_overall": 8.25,
+        "avg": 8.25,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slowly advancing shot, shot from a slightly low angle, draws the viewer's attention to a tranquil Hui-style courtyard. Inside, the mottled white walls and dark-brown tiled eaves appear strikingly plain in the soft afternoon sunlight. Clumps of green bamboo cast flickering shadows against the corners. In the center of the frame, a delicate woman, with a classical bun and a simple wooden hairpin, dressed in a pale blue cotton and linen gown, gracefully kneels on a straw mat. Before her, a guqin (a traditional Chinese zither) with a warm, dark brown lacquer finish rests on a low wooden table. Her head bowed slightly, her expression focused and serene. Her left hand delicately twists the jade pegs at the zither's headstock, while her right index finger gently plucking the middle of the strings repeatedly. Then, she listens intently, discerning the subtle nuances of pitch. The seven strings shimmer in the sunlight. The entire scene is shrouded in a layer of warm and soft light. The bluestone floor and the moon-shaped gate in the distance together create a space full of classical poetry and tranquil beauty, creating an atmosphere of detachment and focus.",
+                "token_credit_reward": 8.25,
+                "selected_reward": 8.25,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a scene with a woman playing a guqin in a traditional Chinese courtyard setting, with specific details about the environment, lighting, and the performer's actions. The video captures several elements of the prompt, including the courtyard ambiance and the presence of a woman with a traditional hairstyle and attire. However, there are notable deviations: the camera angle appears more frontal rather than the described slightly low angle, and the exact kneeling posture on a straw mat is not clearly depicted. The overall mood and setting align with the intended atmosphere, but some textual specifics are not faithfully realized.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the subject and background, with consistent lighting and believable textures. There are no major distortions or artifacts, and color grading remains coherent across shots. Some minor inconsistencies in fine details (e.g., hand positioning during the playing gesture) exist, but they do not dominate the perception of quality.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video conveys the general idea of a woman playing a guqin in a traditional courtyard and preserves many key elements such as attire, instrument, and setting. However, certain prompt specifics are not faithfully rendered: the camera angle is not the slightly low perspective described, and the kneeling posture on a straw mat is not clearly depicted. Despite these gaps, the core narrative and mood remain recognizable, yielding a mid-level alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships, lighting, and object interactions, with no obvious physics violations. Minor anatomical or gestural deviations may occur, but they do not undermine overall coherence or believability.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.34375,
+                    "TA": 2.984375,
+                    "MQ": 2.921875,
+                    "Overall": 8.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a scene with a woman playing a guqin in a traditional Chinese courtyard setting, with specific details about the environment, lighting, and the performer's actions. The video captures several elements of the prompt, including the courtyard ambiance and the presence of a woman with a traditional hairstyle and attire. However, there are notable deviations: the camera angle appears more frontal rather than the described slightly low angle, and the exact kneeling posture on a straw mat is not clearly depicted. The overall mood and setting align with the intended atmosphere, but some textual specifics are not faithfully realized.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the subject and background, with consistent lighting and believable textures. There are no major distortions or artifacts, and color grading remains coherent across shots. Some minor inconsistencies in fine details (e.g., hand positioning during the playing gesture) exist, but they do not dominate the perception of quality.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video conveys the general idea of a woman playing a guqin in a traditional courtyard and preserves many key elements such as attire, instrument, and setting. However, certain prompt specifics are not faithfully rendered: the camera angle is not the slightly low perspective described, and the kneeling posture on a straw mat is not clearly depicted. Despite these gaps, the core narrative and mood remain recognizable, yielding a mid-level alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible spatial relationships, lighting, and object interactions, with no obvious physics violations. Minor anatomical or gestural deviations may occur, but they do not undermine overall coherence or believability.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slowly advancing shot, shot from a slightly low angle, draws the viewer's attention to a tranquil Hui-style courtyard. Inside, the mottled white walls and dark-brown tiled eaves appear strikingly plain in the soft afternoon sunlight. Clumps of green bamboo cast flickering shadows against the corners. In the center of the frame, a delicate woman, with a classical bun and a simple wooden hairpin, dressed in a pale blue cotton and linen gown, gracefully kneels on a straw mat. Before her, a guqin (a traditional Chinese zither) with a warm, dark brown lacquer finish rests on a low wooden table. Her head bowed slightly, her expression focused and serene. Her left hand delicately twists the jade pegs at the zither's headstock, while her right index finger gently plucking the middle of the strings repeatedly. Then, she listens intently, discerning the subtle nuances of pitch. The seven strings shimmer in the sunlight. The entire scene is shrouded in a layer of warm and soft light. The bluestone floor and the moon-shaped gate in the distance together create a space full of classical poetry and tranquil beauty, creating an atmosphere of detachment and focus.",
+        "seed": 18387,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_7/index_931_seed_18387_dp_15_rank_30_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.046875,
+        "video_score2_ta": 3.359375,
+        "video_score2_mq": 3.078125,
+        "video_score2_overall": 8.5,
+        "avg": 8.484375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slowly advancing shot, shot from a slightly low angle, draws the viewer's attention to a tranquil Hui-style courtyard. Inside, the mottled white walls and dark-brown tiled eaves appear strikingly plain in the soft afternoon sunlight. Clumps of green bamboo cast flickering shadows against the corners. In the center of the frame, a delicate woman, with a classical bun and a simple wooden hairpin, dressed in a pale blue cotton and linen gown, gracefully kneels on a straw mat. Before her, a guqin (a traditional Chinese zither) with a warm, dark brown lacquer finish rests on a low wooden table. Her head bowed slightly, her expression focused and serene. Her left hand delicately twists the jade pegs at the zither's headstock, while her right index finger gently plucking the middle of the strings repeatedly. Then, she listens intently, discerning the subtle nuances of pitch. The seven strings shimmer in the sunlight. The entire scene is shrouded in a layer of warm and soft light. The bluestone floor and the moon-shaped gate in the distance together create a space full of classical poetry and tranquil beauty, creating an atmosphere of detachment and focus.",
+                "token_credit_reward": 8.5,
+                "selected_reward": 8.5,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a scene with a woman playing a guqin in a traditional Chinese courtyard setting, with specific details about the environment, lighting, and the performer's posture and actions.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show reasonable clarity but exhibit some softness and occasional compression artifacts that reduce sharpness. Lighting remains generally stable across shots, though there are minor fluctuations. The sequence appears reasonably smooth with no major distortions, but the overall image fidelity does not reach high-end levels.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: a woman in traditional attire playing a guqin within a courtyard ambiance, with a low-angle perspective and warm lighting contributing to the mood. Some environmental details described in the prompt (e.g., bluestone flooring emphasis) are not strongly represented, but the core components—subject, instrument, pose, and atmosphere—are well aligned.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The performer’s posture and interaction with the instrument appear plausible, and the spatial relationships among the guqin, hands, and body are believable. However, there are minor inconsistencies in fine-grained hand positioning and timing cues that prevent a higher level of realism.\n\nScoring Considerations:\nGround-truth scores indicate Visual Quality 3, Text-to-Video Alignment 4, and Physical Consistency 3. The revised assessment reflects these values: Visual Quality remains moderate due to softness and artifacts; Text-to-Video Alignment is strong with only minor deviations; Physical Consistency stays moderate due to small hand-position nuances.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.046875,
+                    "TA": 3.359375,
+                    "MQ": 3.078125,
+                    "Overall": 8.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a scene with a woman playing a guqin in a traditional Chinese courtyard setting, with specific details about the environment, lighting, and the performer's posture and actions.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show reasonable clarity but exhibit some softness and occasional compression artifacts that reduce sharpness. Lighting remains generally stable across shots, though there are minor fluctuations. The sequence appears reasonably smooth with no major distortions, but the overall image fidelity does not reach high-end levels.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the essential elements: a woman in traditional attire playing a guqin within a courtyard ambiance, with a low-angle perspective and warm lighting contributing to the mood. Some environmental details described in the prompt (e.g., bluestone flooring emphasis) are not strongly represented, but the core components—subject, instrument, pose, and atmosphere—are well aligned.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The performer’s posture and interaction with the instrument appear plausible, and the spatial relationships among the guqin, hands, and body are believable. However, there are minor inconsistencies in fine-grained hand positioning and timing cues that prevent a higher level of realism.\n\nScoring Considerations:\nGround-truth scores indicate Visual Quality 3, Text-to-Video Alignment 4, and Physical Consistency 3. The revised assessment reflects these values: Visual Quality remains moderate due to softness and artifacts; Text-to-Video Alignment is strong with only minor deviations; Physical Consistency stays moderate due to small hand-position nuances.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slowly advancing shot, shot from a slightly low angle, draws the viewer's attention to a tranquil Hui-style courtyard. Inside, the mottled white walls and dark-brown tiled eaves appear strikingly plain in the soft afternoon sunlight. Clumps of green bamboo cast flickering shadows against the corners. In the center of the frame, a delicate woman, with a classical bun and a simple wooden hairpin, dressed in a pale blue cotton and linen gown, gracefully kneels on a straw mat. Before her, a guqin (a traditional Chinese zither) with a warm, dark brown lacquer finish rests on a low wooden table. Her head bowed slightly, her expression focused and serene. Her left hand delicately twists the jade pegs at the zither's headstock, while her right index finger gently plucking the middle of the strings repeatedly. Then, she listens intently, discerning the subtle nuances of pitch. The seven strings shimmer in the sunlight. The entire scene is shrouded in a layer of warm and soft light. The bluestone floor and the moon-shaped gate in the distance together create a space full of classical poetry and tranquil beauty, creating an atmosphere of detachment and focus.",
+        "seed": 18388,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_7/index_931_seed_18388_dp_15_rank_30_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.171875,
+        "video_score2_ta": 3.5,
+        "video_score2_mq": 3.046875,
+        "video_score2_overall": 8.75,
+        "avg": 8.71875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slowly advancing shot, shot from a slightly low angle, draws the viewer's attention to a tranquil Hui-style courtyard. Inside, the mottled white walls and dark-brown tiled eaves appear strikingly plain in the soft afternoon sunlight. Clumps of green bamboo cast flickering shadows against the corners. In the center of the frame, a delicate woman, with a classical bun and a simple wooden hairpin, dressed in a pale blue cotton and linen gown, gracefully kneels on a straw mat. Before her, a guqin (a traditional Chinese zither) with a warm, dark brown lacquer finish rests on a low wooden table. Her head bowed slightly, her expression focused and serene. Her left hand delicately twists the jade pegs at the zither's headstock, while her right index finger gently plucking the middle of the strings repeatedly. Then, she listens intently, discerning the subtle nuances of pitch. The seven strings shimmer in the sunlight. The entire scene is shrouded in a layer of warm and soft light. The bluestone floor and the moon-shaped gate in the distance together create a space full of classical poetry and tranquil beauty, creating an atmosphere of detachment and focus.",
+                "token_credit_reward": 8.75,
+                "selected_reward": 8.75,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a scene with a woman playing a guqin in a traditional Chinese courtyard setting, with specific details about the environment, lighting, and the performer's posture and actions. The video largely reflects these elements, though some aspects are presented with minor deviations that prevent a perfect match.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show reasonable clarity and consistent lighting, but there are occasional softness and minor compression artifacts that reduce sharpness. The motion remains generally stable with only rare micro-jitter, and color/contrast are acceptable though not exceptional. No major distortions or abrupt changes are evident, keeping the sequence coherent.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the essential components: a woman with a bun hairstyle, wearing a pale blue gown, kneeling on a straw mat, and playing a guqin in a traditional courtyard with warm lighting. Some background details and exact string interactions are not perfectly matched, but the core elements and mood align well with the description.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The scene maintains plausible human proportions and instrument interaction, with believable spatial relationships. However, there are minor inconsistencies in fine-grained hand positioning and string engagement, which prevent a higher level of realism.\n\nScoring Considerations:\nGround-truth scores indicate Visual Quality 3, Text-to-Video Alignment 4, and Physical Consistency 3. The revised assessment above aligns with these values, reflecting moderate visual quality, strong alignment to the prompt, and moderate physical realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.171875,
+                    "TA": 3.5,
+                    "MQ": 3.046875,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a scene with a woman playing a guqin in a traditional Chinese courtyard setting, with specific details about the environment, lighting, and the performer's posture and actions. The video largely reflects these elements, though some aspects are presented with minor deviations that prevent a perfect match.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show reasonable clarity and consistent lighting, but there are occasional softness and minor compression artifacts that reduce sharpness. The motion remains generally stable with only rare micro-jitter, and color/contrast are acceptable though not exceptional. No major distortions or abrupt changes are evident, keeping the sequence coherent.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the essential components: a woman with a bun hairstyle, wearing a pale blue gown, kneeling on a straw mat, and playing a guqin in a traditional courtyard with warm lighting. Some background details and exact string interactions are not perfectly matched, but the core elements and mood align well with the description.\n\nPhysical Consistency Assessment:\nPhysical consistency is moderate (score 3). The scene maintains plausible human proportions and instrument interaction, with believable spatial relationships. However, there are minor inconsistencies in fine-grained hand positioning and string engagement, which prevent a higher level of realism.\n\nScoring Considerations:\nGround-truth scores indicate Visual Quality 3, Text-to-Video Alignment 4, and Physical Consistency 3. The revised assessment above aligns with these values, reflecting moderate visual quality, strong alignment to the prompt, and moderate physical realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_8/index_tensor([3427, 3427])_group_8_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_8/index_tensor([3427, 3427])_group_8_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..cf1ec1cf1c588be34049706bb411502d8d4ad31f
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_8/index_tensor([3427, 3427])_group_8_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "close-up shot, beginning at an extremely low angle and then slowly and steadily tilting upward, captures several enormous, suction-cupped tentacles dancing in an elegant yet powerful rhythm amidst the inky blackness of the deep sea. Countless pale blue bioluminescent spots pulse like stars across their deep reddish-brown skin, the only source of light in this endless darkness. They cast shifting shadows across their wrinkled skin and illuminate the tiny particles of marine snow suspended around them. As the camera continues to rise, the giant deep-sea octopus's massive, spherical body and enormous, deep amber eyes gradually emerge, gleaming with an ancient and elusive wisdom. Some of its tentacles extend exploratoryly, their suction cups rhythmically contracting and expanding, while others carve graceful arcs through the water, stirring the tranquil currents. The entire scene unfolds in absolute silence, creating an atmosphere of mystery both majestic and awe-inspiring, as if glimpsing a life from an ancient time.",
+        "seed": 24322,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_8/index_3427_seed_24322_dp_16_rank_32_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.0625,
+        "video_score2_ta": 2.671875,
+        "video_score2_mq": 3.140625,
+        "video_score2_overall": 8.875,
+        "avg": 8.875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up shot, beginning at an extremely low angle and then slowly and steadily tilting upward, captures several enormous, suction-cupped tentacles dancing in an elegant yet powerful rhythm amidst the inky blackness of the deep sea. Countless pale blue bioluminescent spots pulse like stars across their deep reddish-brown skin, the only source of light in this endless darkness. They cast shifting shadows across their wrinkled skin and illuminate the tiny particles of marine snow suspended around them. As the camera continues to rise, the giant deep-sea octopus's massive, spherical body and enormous, deep amber eyes gradually emerge, gleaming with an ancient and elusive wisdom. Some of its tentacles extend exploratoryly, their suction cups rhythmically contracting and expanding, while others carve graceful arcs through the water, stirring the tranquil currents. The entire scene unfolds in absolute silence, creating an atmosphere of mystery both majestic and awe-inspiring, as if glimpsing a life from an ancient time.",
+                "token_credit_reward": 8.875,
+                "selected_reward": 8.875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a close-up shot starting at an extremely low angle that tilts upward, revealing an enormous deep-sea octopus with suction-cupped tentacles moving in an elegant, powerful rhythm against an inky black background. Bioluminescent spots pulse like stars across the reddish-brown skin, the sole light source in the endless darkness. The camera rise reveals a massive spherical body with deep amber eyes that gleam with ancient wisdom, while tentacles extend exploratively and move with rhythmic contractions and graceful arcs through the water, stirring the currents. The scene is intended to be completely silent, evoking mystery and awe.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but not outstanding. The resolution is adequate and the blue-tinted lighting supports the underwater mood, with some atmospheric haze and particle effects that enhance depth. The tentacles and surface features are discernible, and the overall color palette remains consistent. However, there are occasional soft areas and minor compression artifacts that prevent a high-end look. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several elements described in the prompt—close-up framing, blue-tinted deep-sea ambiance, and visible tentacles with some motion. Yet key aspects are underrepresented or missing: the extremely low initial angle and a clear upward tilt are not evident; the eyes are not clearly visible; the scene lacks the dramatic eye contact and the sense of an ancient, wise being. The alignment is partial rather than complete, resulting in a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe depiction adheres to plausible underwater physics: tentacle movement, buoyancy cues, and environmental interactions feel believable within the scene’s constraints. While some details are stylized, they do not violate basic physical principles. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0625,
+                    "TA": 2.671875,
+                    "MQ": 3.140625,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a close-up shot starting at an extremely low angle that tilts upward, revealing an enormous deep-sea octopus with suction-cupped tentacles moving in an elegant, powerful rhythm against an inky black background. Bioluminescent spots pulse like stars across the reddish-brown skin, the sole light source in the endless darkness. The camera rise reveals a massive spherical body with deep amber eyes that gleam with ancient wisdom, while tentacles extend exploratively and move with rhythmic contractions and graceful arcs through the water, stirring the currents. The scene is intended to be completely silent, evoking mystery and awe.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but not outstanding. The resolution is adequate and the blue-tinted lighting supports the underwater mood, with some atmospheric haze and particle effects that enhance depth. The tentacles and surface features are discernible, and the overall color palette remains consistent. However, there are occasional soft areas and minor compression artifacts that prevent a high-end look. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several elements described in the prompt—close-up framing, blue-tinted deep-sea ambiance, and visible tentacles with some motion. Yet key aspects are underrepresented or missing: the extremely low initial angle and a clear upward tilt are not evident; the eyes are not clearly visible; the scene lacks the dramatic eye contact and the sense of an ancient, wise being. The alignment is partial rather than complete, resulting in a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe depiction adheres to plausible underwater physics: tentacle movement, buoyancy cues, and environmental interactions feel believable within the scene’s constraints. While some details are stylized, they do not violate basic physical principles. Overall, Physical Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "close-up shot, beginning at an extremely low angle and then slowly and steadily tilting upward, captures several enormous, suction-cupped tentacles dancing in an elegant yet powerful rhythm amidst the inky blackness of the deep sea. Countless pale blue bioluminescent spots pulse like stars across their deep reddish-brown skin, the only source of light in this endless darkness. They cast shifting shadows across their wrinkled skin and illuminate the tiny particles of marine snow suspended around them. As the camera continues to rise, the giant deep-sea octopus's massive, spherical body and enormous, deep amber eyes gradually emerge, gleaming with an ancient and elusive wisdom. Some of its tentacles extend exploratoryly, their suction cups rhythmically contracting and expanding, while others carve graceful arcs through the water, stirring the tranquil currents. The entire scene unfolds in absolute silence, creating an atmosphere of mystery both majestic and awe-inspiring, as if glimpsing a life from an ancient time.",
+        "seed": 24323,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_8/index_3427_seed_24323_dp_16_rank_32_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.78125,
+        "video_score2_ta": 3.65625,
+        "video_score2_mq": 4.09375,
+        "video_score2_overall": 11.5,
+        "avg": 11.53125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up shot, beginning at an extremely low angle and then slowly and steadily tilting upward, captures several enormous, suction-cupped tentacles dancing in an elegant yet powerful rhythm amidst the inky blackness of the deep sea. Countless pale blue bioluminescent spots pulse like stars across their deep reddish-brown skin, the only source of light in this endless darkness. They cast shifting shadows across their wrinkled skin and illuminate the tiny particles of marine snow suspended around them. As the camera continues to rise, the giant deep-sea octopus's massive, spherical body and enormous, deep amber eyes gradually emerge, gleaming with an ancient and elusive wisdom. Some of its tentacles extend exploratoryly, their suction cups rhythmically contracting and expanding, while others carve graceful arcs through the water, stirring the tranquil currents. The entire scene unfolds in absolute silence, creating an atmosphere of mystery both majestic and awe-inspiring, as if glimpsing a life from an ancient time.",
+                "token_credit_reward": 11.5,
+                "selected_reward": 11.5,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a close-up of an extreme underwater scene featuring a large deep-sea octopus with multiple tentacles, moving in an elegant yet powerful rhythm. It emphasizes an inky dark environment with pale blue bioluminescent spots on reddish-brown skin, a rising camera that reveals a massive spherical body with deep amber eyes, and tentacles with pulsating suction cups. The overall mood is one of mysterious majesty, with an ancient, almost ethereal presence.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are strong but not flawless. The resolution is solid and details are generally clear, with good color contrast between the dark background and the illuminated subject. Lighting and shading contribute to depth, and the tentacle textures read convincingly. However, there are occasional minor artifacts or slight softness in some frames, preventing a perfect top-tier score. Overall, Visual Quality aligns with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThe video largely reflects the prompt elements: close-up framing, a dark underwater setting, and a prominent octopus with visible tentacles. The eye region shows amber tones, and the skin texture includes spots that resemble bioluminescent features. The motion cues suggest dynamic movement, though full assessment would require observing the complete sequence. Overall alignment is strong and consistent with a 4/5 rating.\n\nPhysical/Common-sense Consistency:\nThe depiction adheres to plausible underwater physics: the creature’s anatomy, buoyancy cues, and interaction with the environment appear coherent, with no obvious violations of physical principles. While the dynamics are stylized rather than strictly documentary, they remain believable within the imagined scenario. This supports a 4/5 rating for Physical/Common-sense Consistency.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 4; Physical/Common-sense Consistency 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 4,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.78125,
+                    "TA": 3.65625,
+                    "MQ": 4.09375,
+                    "Overall": 11.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a close-up of an extreme underwater scene featuring a large deep-sea octopus with multiple tentacles, moving in an elegant yet powerful rhythm. It emphasizes an inky dark environment with pale blue bioluminescent spots on reddish-brown skin, a rising camera that reveals a massive spherical body with deep amber eyes, and tentacles with pulsating suction cups. The overall mood is one of mysterious majesty, with an ancient, almost ethereal presence.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are strong but not flawless. The resolution is solid and details are generally clear, with good color contrast between the dark background and the illuminated subject. Lighting and shading contribute to depth, and the tentacle textures read convincingly. However, there are occasional minor artifacts or slight softness in some frames, preventing a perfect top-tier score. Overall, Visual Quality aligns with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThe video largely reflects the prompt elements: close-up framing, a dark underwater setting, and a prominent octopus with visible tentacles. The eye region shows amber tones, and the skin texture includes spots that resemble bioluminescent features. The motion cues suggest dynamic movement, though full assessment would require observing the complete sequence. Overall alignment is strong and consistent with a 4/5 rating.\n\nPhysical/Common-sense Consistency:\nThe depiction adheres to plausible underwater physics: the creature’s anatomy, buoyancy cues, and interaction with the environment appear coherent, with no obvious violations of physical principles. While the dynamics are stylized rather than strictly documentary, they remain believable within the imagined scenario. This supports a 4/5 rating for Physical/Common-sense Consistency.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 4; Physical/Common-sense Consistency 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "close-up shot, beginning at an extremely low angle and then slowly and steadily tilting upward, captures several enormous, suction-cupped tentacles dancing in an elegant yet powerful rhythm amidst the inky blackness of the deep sea. Countless pale blue bioluminescent spots pulse like stars across their deep reddish-brown skin, the only source of light in this endless darkness. They cast shifting shadows across their wrinkled skin and illuminate the tiny particles of marine snow suspended around them. As the camera continues to rise, the giant deep-sea octopus's massive, spherical body and enormous, deep amber eyes gradually emerge, gleaming with an ancient and elusive wisdom. Some of its tentacles extend exploratoryly, their suction cups rhythmically contracting and expanding, while others carve graceful arcs through the water, stirring the tranquil currents. The entire scene unfolds in absolute silence, creating an atmosphere of mystery both majestic and awe-inspiring, as if glimpsing a life from an ancient time.",
+        "seed": 24324,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_8/index_3427_seed_24324_dp_17_rank_34_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.34375,
+        "video_score2_ta": 3.8125,
+        "video_score2_mq": 4.03125,
+        "video_score2_overall": 11.1875,
+        "avg": 11.1875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up shot, beginning at an extremely low angle and then slowly and steadily tilting upward, captures several enormous, suction-cupped tentacles dancing in an elegant yet powerful rhythm amidst the inky blackness of the deep sea. Countless pale blue bioluminescent spots pulse like stars across their deep reddish-brown skin, the only source of light in this endless darkness. They cast shifting shadows across their wrinkled skin and illuminate the tiny particles of marine snow suspended around them. As the camera continues to rise, the giant deep-sea octopus's massive, spherical body and enormous, deep amber eyes gradually emerge, gleaming with an ancient and elusive wisdom. Some of its tentacles extend exploratoryly, their suction cups rhythmically contracting and expanding, while others carve graceful arcs through the water, stirring the tranquil currents. The entire scene unfolds in absolute silence, creating an atmosphere of mystery both majestic and awe-inspiring, as if glimpsing a life from an ancient time.",
+                "token_credit_reward": 11.1875,
+                "selected_reward": 11.1875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a close-up shot starting at an extremely low angle that tilts upward, revealing an enormous deep-sea octopus with suction-cupped tentacles moving in an elegant, powerful rhythm amid inky darkness. Bioluminescent spots pulse like stars across the reddish-brown skin, the sole light source in this endless void. The camera rise reveals a massive spherical body with deep amber eyes that seem to gaze with ancient wisdom. Some tentacles explore the water, their suction cups pulsing; others trace graceful arcs through the currents. The scene is silent, mysterious, and awe-inspiring, evoking an ancient, primordial life.\n\nVisual Quality Assessment:\nOverall, the visuals are strong but not flawless. The resolution is solid and the blue-tinted lighting supports the deep-sea mood. The creature’s form remains clearly discernible, with good contrast between the dark background and illuminated features. There is some mild softness in fine details, likely due to depth-of-field or compression, which prevents a perfect crispness. No major artifacts or distortions are evident, and color grading remains cohesive across the sequence. In sum, the video delivers high-quality visuals with minor imperfections consistent with a score of 4.\n\nText-to-Video Alignment Assessment:\nThe video aligns well with the prompt overall. The close-up framing, the upward tilt, and the presence of a large, bioluminescent deep-sea creature match the core elements. The scene conveys the intended mood and setting, including the mysterious, ancient ambiance. However, certain dynamic aspects—such as the exact motion of tentacles and the precise timing of the camera movement—are not perfectly synchronized frame-for-frame, resulting in a strong but not perfect alignment. This corresponds to a score of 4.\n\nPhysical/Common-sense Consistency:\nThe depiction adheres to plausible deep-sea biology and physics: the creature’s anatomy, buoyancy cues, and interaction with ambient light are coherent within the imagined ecosystem. While the overall behavior reads as believable, there are minor inconsistencies in micro-motions (e.g., subtle timing of muscle contractions or particle interactions) that prevent a flawless portrayal. These small deviations keep the assessment at a solid 4.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 4; Physical/Common-sense Consistency 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 4,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.34375,
+                    "TA": 3.8125,
+                    "MQ": 4.03125,
+                    "Overall": 11.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a close-up shot starting at an extremely low angle that tilts upward, revealing an enormous deep-sea octopus with suction-cupped tentacles moving in an elegant, powerful rhythm amid inky darkness. Bioluminescent spots pulse like stars across the reddish-brown skin, the sole light source in this endless void. The camera rise reveals a massive spherical body with deep amber eyes that seem to gaze with ancient wisdom. Some tentacles explore the water, their suction cups pulsing; others trace graceful arcs through the currents. The scene is silent, mysterious, and awe-inspiring, evoking an ancient, primordial life.\n\nVisual Quality Assessment:\nOverall, the visuals are strong but not flawless. The resolution is solid and the blue-tinted lighting supports the deep-sea mood. The creature’s form remains clearly discernible, with good contrast between the dark background and illuminated features. There is some mild softness in fine details, likely due to depth-of-field or compression, which prevents a perfect crispness. No major artifacts or distortions are evident, and color grading remains cohesive across the sequence. In sum, the video delivers high-quality visuals with minor imperfections consistent with a score of 4.\n\nText-to-Video Alignment Assessment:\nThe video aligns well with the prompt overall. The close-up framing, the upward tilt, and the presence of a large, bioluminescent deep-sea creature match the core elements. The scene conveys the intended mood and setting, including the mysterious, ancient ambiance. However, certain dynamic aspects—such as the exact motion of tentacles and the precise timing of the camera movement—are not perfectly synchronized frame-for-frame, resulting in a strong but not perfect alignment. This corresponds to a score of 4.\n\nPhysical/Common-sense Consistency:\nThe depiction adheres to plausible deep-sea biology and physics: the creature’s anatomy, buoyancy cues, and interaction with ambient light are coherent within the imagined ecosystem. While the overall behavior reads as believable, there are minor inconsistencies in micro-motions (e.g., subtle timing of muscle contractions or particle interactions) that prevent a flawless portrayal. These small deviations keep the assessment at a solid 4.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 4; Physical/Common-sense Consistency 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "close-up shot, beginning at an extremely low angle and then slowly and steadily tilting upward, captures several enormous, suction-cupped tentacles dancing in an elegant yet powerful rhythm amidst the inky blackness of the deep sea. Countless pale blue bioluminescent spots pulse like stars across their deep reddish-brown skin, the only source of light in this endless darkness. They cast shifting shadows across their wrinkled skin and illuminate the tiny particles of marine snow suspended around them. As the camera continues to rise, the giant deep-sea octopus's massive, spherical body and enormous, deep amber eyes gradually emerge, gleaming with an ancient and elusive wisdom. Some of its tentacles extend exploratoryly, their suction cups rhythmically contracting and expanding, while others carve graceful arcs through the water, stirring the tranquil currents. The entire scene unfolds in absolute silence, creating an atmosphere of mystery both majestic and awe-inspiring, as if glimpsing a life from an ancient time.",
+        "seed": 24325,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_8/index_3427_seed_24325_dp_17_rank_34_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.875,
+        "video_score2_ta": 3.3125,
+        "video_score2_mq": 3.484375,
+        "video_score2_overall": 9.6875,
+        "avg": 9.671875,
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+                "credit_map_shape": [
+                    3,
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+                    32
+                ],
+                "top_frames": [
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a close-up shot starting at an extremely low angle that tilts upward, revealing several enormous suction-cupped tentacles of a deep-sea octopus. The scene should show pale blue bioluminescent spots on reddish-brown skin, the only light source in the dark environment, with shifting shadows and particles of marine snow. The camera rise should reveal a massive spherical body with deep amber eyes, some tentacles extending exploratively, and a sense of ancient, mysterious majesty.\n\nVisual Quality Assessment:\nOverall, the video presents a moderate level of visual quality (score 3). The imagery is legible but not pristine; there is noticeable grain/noise and some softness that reduces fine detail. The resolution is adequate but not high, and color grading yields a moody blue-tinted look rather than a sharp, cinematic grade. The frames remain coherent and the subject is identifiable, but the overall clarity does not reach high-end production standards.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a close-up view, a low-angle progression, multiple tentacles, and a deep-sea ambiance with bioluminescent accents. The spherical body and prominent amber eyes are present, and the general mood aligns with the description. Some nuanced details—such as the exact timing of the tilt or the precise motion of the tentacles—are not perfectly matched, but the major components and atmosphere are well represented.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene adheres to plausible underwater physics and anatomy for a deep-sea octopus, with coherent lighting and environmental interactions. However, certain motions and interactions are simplified or stylized, and a few cues (e.g., the dynamics of marine snow or subtle fluid interactions) are not fully realized, resulting in a believable but not flawless depiction.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.875,
+                    "TA": 3.3125,
+                    "MQ": 3.484375,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a close-up shot starting at an extremely low angle that tilts upward, revealing several enormous suction-cupped tentacles of a deep-sea octopus. The scene should show pale blue bioluminescent spots on reddish-brown skin, the only light source in the dark environment, with shifting shadows and particles of marine snow. The camera rise should reveal a massive spherical body with deep amber eyes, some tentacles extending exploratively, and a sense of ancient, mysterious majesty.\n\nVisual Quality Assessment:\nOverall, the video presents a moderate level of visual quality (score 3). The imagery is legible but not pristine; there is noticeable grain/noise and some softness that reduces fine detail. The resolution is adequate but not high, and color grading yields a moody blue-tinted look rather than a sharp, cinematic grade. The frames remain coherent and the subject is identifiable, but the overall clarity does not reach high-end production standards.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a close-up view, a low-angle progression, multiple tentacles, and a deep-sea ambiance with bioluminescent accents. The spherical body and prominent amber eyes are present, and the general mood aligns with the description. Some nuanced details—such as the exact timing of the tilt or the precise motion of the tentacles—are not perfectly matched, but the major components and atmosphere are well represented.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene adheres to plausible underwater physics and anatomy for a deep-sea octopus, with coherent lighting and environmental interactions. However, certain motions and interactions are simplified or stylized, and a few cues (e.g., the dynamics of marine snow or subtle fluid interactions) are not fully realized, resulting in a believable but not flawless depiction.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_9/index_tensor([8635, 8635])_group_9_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_9/index_tensor([8635, 8635])_group_9_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..a8aeee119e1f41b32d3e8840eb5c9cd007e13922
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_9/index_tensor([8635, 8635])_group_9_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "fluid, sideways tracking shot, rendered in cinematic 3D animation, follows a futuristic submarine as it glides steadily and calmly through a bottomless underwater canyon. The submarine boasts a sleek, biomimetic design, its hull constructed from a polished, obsidian-like composite material, etched with circuitry that glows faintly cyan. A powerful searchlight on its front projects beams of cool white light through the darkness, illuminating the deep, mysterious canyon walls ahead. The towering, jagged volcanic rock walls are adorned with scattered bioluminescent mosses, while beyond the beams lies the absolute blackness of the abyss. As the camera moves in sync with the submarine, schools of bizarre, neon-colored jellyfish-like creatures gracefully pass by, their translucent bodies leaving fleeting, dreamlike trails of light in the water. Occasionally, a lone, larger creature, resembling a bony eel, emerges from the shadows, its decoy ball of light swirling from its head, only to vanish quickly. The entire picture is dominated by deep navy blue and pure black, illuminated by the cool white light of the submarine and the colorful fluorescence of marine life, creating a sense of tranquil exploration, the mysterious atmosphere of the deep sea and an otherworldly sense of wonder. Tiny suspended particles in the water slowly float in the light beams, further enhancing the depth and realism of the scene.",
+        "seed": 7187,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_9/index_8635_seed_7187_dp_18_rank_36_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.921875,
+        "video_score2_ta": 3.40625,
+        "video_score2_mq": 3.1875,
+        "video_score2_overall": 9.5,
+        "avg": 9.515625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "fluid, sideways tracking shot, rendered in cinematic 3D animation, follows a futuristic submarine as it glides steadily and calmly through a bottomless underwater canyon. The submarine boasts a sleek, biomimetic design, its hull constructed from a polished, obsidian-like composite material, etched with circuitry that glows faintly cyan. A powerful searchlight on its front projects beams of cool white light through the darkness, illuminating the deep, mysterious canyon walls ahead. The towering, jagged volcanic rock walls are adorned with scattered bioluminescent mosses, while beyond the beams lies the absolute blackness of the abyss. As the camera moves in sync with the submarine, schools of bizarre, neon-colored jellyfish-like creatures gracefully pass by, their translucent bodies leaving fleeting, dreamlike trails of light in the water. Occasionally, a lone, larger creature, resembling a bony eel, emerges from the shadows, its decoy ball of light swirling from its head, only to vanish quickly. The entire picture is dominated by deep navy blue and pure black, illuminated by the cool white light of the submarine and the colorful fluorescence of marine life, creating a sense of tranquil exploration, the mysterious atmosphere of the deep sea and an otherworldly sense of wonder. Tiny suspended particles in the water slowly float in the light beams, further enhancing the depth and realism of the scene.",
+                "token_credit_reward": 9.5,
+                "selected_reward": 9.5,
+                "frame_importance": [
+                    0.1738380342721939,
+                    0.37539923191070557,
+                    0.45076265931129456
+                ],
+                "credit_map": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, sideways tracking shot of a futuristic submarine gliding through an underwater canyon. The submarine has a sleek, biomimetic design with a polished obsidian-like hull and faint cyan glow. A powerful searchlight emits cool white beams that illuminate the dark canyon walls, which are adorned with bioluminescent mosses and towering volcanic rock faces. Neon-colored jellyfish-like creatures drift by with translucent bodies and light trails, occasionally giving way to a larger bony eel that emerges briefly before vanishing. The scene is dominated by deep navy blue and pure black, with the glow from the submarine and marine life creating a sense of tranquil exploration and an otherworldly atmosphere.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable softness and some blur, especially in darker regions. The lighting and color grading establish the intended mood, yet fine details remain underdefined. The sequence appears stable with no major distortions or artifacts, though the overall sharpness could be improved.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a futuristic submarine with a sleek silhouette, a tracking shot, underwater canyon setting, glowing features, and the presence of neon jellyfish-like creatures. The mood and color palette align with the description, and the overall composition reflects the requested atmosphere. Some aspects such as the exact material properties of the hull and the precise behavior of the larger creature are not fully realized, but these gaps do not significantly detract from the alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally behaves plausibly underwater, with coherent lighting interactions and creature motion. However, certain dynamics such as the relative scale and interaction of the larger creature with the environment, and the timing of appearances/disappearances, introduce mild inconsistencies that prevent a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.921875,
+                    "TA": 3.40625,
+                    "MQ": 3.1875,
+                    "Overall": 9.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, sideways tracking shot of a futuristic submarine gliding through an underwater canyon. The submarine has a sleek, biomimetic design with a polished obsidian-like hull and faint cyan glow. A powerful searchlight emits cool white beams that illuminate the dark canyon walls, which are adorned with bioluminescent mosses and towering volcanic rock faces. Neon-colored jellyfish-like creatures drift by with translucent bodies and light trails, occasionally giving way to a larger bony eel that emerges briefly before vanishing. The scene is dominated by deep navy blue and pure black, with the glow from the submarine and marine life creating a sense of tranquil exploration and an otherworldly atmosphere.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable softness and some blur, especially in darker regions. The lighting and color grading establish the intended mood, yet fine details remain underdefined. The sequence appears stable with no major distortions or artifacts, though the overall sharpness could be improved.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a futuristic submarine with a sleek silhouette, a tracking shot, underwater canyon setting, glowing features, and the presence of neon jellyfish-like creatures. The mood and color palette align with the description, and the overall composition reflects the requested atmosphere. Some aspects such as the exact material properties of the hull and the precise behavior of the larger creature are not fully realized, but these gaps do not significantly detract from the alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally behaves plausibly underwater, with coherent lighting interactions and creature motion. However, certain dynamics such as the relative scale and interaction of the larger creature with the environment, and the timing of appearances/disappearances, introduce mild inconsistencies that prevent a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "fluid, sideways tracking shot, rendered in cinematic 3D animation, follows a futuristic submarine as it glides steadily and calmly through a bottomless underwater canyon. The submarine boasts a sleek, biomimetic design, its hull constructed from a polished, obsidian-like composite material, etched with circuitry that glows faintly cyan. A powerful searchlight on its front projects beams of cool white light through the darkness, illuminating the deep, mysterious canyon walls ahead. The towering, jagged volcanic rock walls are adorned with scattered bioluminescent mosses, while beyond the beams lies the absolute blackness of the abyss. As the camera moves in sync with the submarine, schools of bizarre, neon-colored jellyfish-like creatures gracefully pass by, their translucent bodies leaving fleeting, dreamlike trails of light in the water. Occasionally, a lone, larger creature, resembling a bony eel, emerges from the shadows, its decoy ball of light swirling from its head, only to vanish quickly. The entire picture is dominated by deep navy blue and pure black, illuminated by the cool white light of the submarine and the colorful fluorescence of marine life, creating a sense of tranquil exploration, the mysterious atmosphere of the deep sea and an otherworldly sense of wonder. Tiny suspended particles in the water slowly float in the light beams, further enhancing the depth and realism of the scene.",
+        "seed": 7188,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_9/index_8635_seed_7188_dp_18_rank_36_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.078125,
+        "video_score2_ta": 2.75,
+        "video_score2_mq": 3.1875,
+        "video_score2_overall": 8.0,
+        "avg": 8.015625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "fluid, sideways tracking shot, rendered in cinematic 3D animation, follows a futuristic submarine as it glides steadily and calmly through a bottomless underwater canyon. The submarine boasts a sleek, biomimetic design, its hull constructed from a polished, obsidian-like composite material, etched with circuitry that glows faintly cyan. A powerful searchlight on its front projects beams of cool white light through the darkness, illuminating the deep, mysterious canyon walls ahead. The towering, jagged volcanic rock walls are adorned with scattered bioluminescent mosses, while beyond the beams lies the absolute blackness of the abyss. As the camera moves in sync with the submarine, schools of bizarre, neon-colored jellyfish-like creatures gracefully pass by, their translucent bodies leaving fleeting, dreamlike trails of light in the water. Occasionally, a lone, larger creature, resembling a bony eel, emerges from the shadows, its decoy ball of light swirling from its head, only to vanish quickly. The entire picture is dominated by deep navy blue and pure black, illuminated by the cool white light of the submarine and the colorful fluorescence of marine life, creating a sense of tranquil exploration, the mysterious atmosphere of the deep sea and an otherworldly sense of wonder. Tiny suspended particles in the water slowly float in the light beams, further enhancing the depth and realism of the scene.",
+                "token_credit_reward": 8.0,
+                "selected_reward": 8.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, sideways tracking shot in a cinematic 3D animation featuring a futuristic submarine gliding through a bottomless underwater canyon. The submarine has a sleek, biomimetic design with a polished obsidian-like hull and faint cyan glow. A powerful searchlight emits cool white beams through the dark canyon, illuminating walls adorned with bioluminescent mosses. Schools of neon-colored jellyfish-like creatures drift by, leaving light trails, and a larger bony eel-like creature with a decoy light ball appears briefly. The scene uses deep navy blue and black with glowing accents, aiming for a tranquil yet mysterious underwater exploration mood.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in darker regions. The blue color grading remains consistent and the lighting effects are present, though fine details are not always crisp. There are no major distortions or artifacts, and transitions between frames are smooth, but the overall sharpness could be improved.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a submarine with a sleek silhouette, a tracking shot, underwater canyon environment, and prominent lighting effects. The presence of glowing mosses and the general color palette aligns well with the description. Some aspects—such as the exact material properties of the hull and the precise behavior of the jellyfish-like schools—are not perfectly matched, but they do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally respects basic underwater physics and lighting, with plausible illumination and motion. However, certain elements such as the luminescent moss distribution and the behavior of the jellyfish-like schools exhibit stylized or non-physical tendencies that slightly reduce strict common-sense realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.078125,
+                    "TA": 2.75,
+                    "MQ": 3.1875,
+                    "Overall": 8.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, sideways tracking shot in a cinematic 3D animation featuring a futuristic submarine gliding through a bottomless underwater canyon. The submarine has a sleek, biomimetic design with a polished obsidian-like hull and faint cyan glow. A powerful searchlight emits cool white beams through the dark canyon, illuminating walls adorned with bioluminescent mosses. Schools of neon-colored jellyfish-like creatures drift by, leaving light trails, and a larger bony eel-like creature with a decoy light ball appears briefly. The scene uses deep navy blue and black with glowing accents, aiming for a tranquil yet mysterious underwater exploration mood.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in darker regions. The blue color grading remains consistent and the lighting effects are present, though fine details are not always crisp. There are no major distortions or artifacts, and transitions between frames are smooth, but the overall sharpness could be improved.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a submarine with a sleek silhouette, a tracking shot, underwater canyon environment, and prominent lighting effects. The presence of glowing mosses and the general color palette aligns well with the description. Some aspects—such as the exact material properties of the hull and the precise behavior of the jellyfish-like schools—are not perfectly matched, but they do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally respects basic underwater physics and lighting, with plausible illumination and motion. However, certain elements such as the luminescent moss distribution and the behavior of the jellyfish-like schools exhibit stylized or non-physical tendencies that slightly reduce strict common-sense realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "fluid, sideways tracking shot, rendered in cinematic 3D animation, follows a futuristic submarine as it glides steadily and calmly through a bottomless underwater canyon. The submarine boasts a sleek, biomimetic design, its hull constructed from a polished, obsidian-like composite material, etched with circuitry that glows faintly cyan. A powerful searchlight on its front projects beams of cool white light through the darkness, illuminating the deep, mysterious canyon walls ahead. The towering, jagged volcanic rock walls are adorned with scattered bioluminescent mosses, while beyond the beams lies the absolute blackness of the abyss. As the camera moves in sync with the submarine, schools of bizarre, neon-colored jellyfish-like creatures gracefully pass by, their translucent bodies leaving fleeting, dreamlike trails of light in the water. Occasionally, a lone, larger creature, resembling a bony eel, emerges from the shadows, its decoy ball of light swirling from its head, only to vanish quickly. The entire picture is dominated by deep navy blue and pure black, illuminated by the cool white light of the submarine and the colorful fluorescence of marine life, creating a sense of tranquil exploration, the mysterious atmosphere of the deep sea and an otherworldly sense of wonder. Tiny suspended particles in the water slowly float in the light beams, further enhancing the depth and realism of the scene.",
+        "seed": 7189,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_9/index_8635_seed_7189_dp_19_rank_38_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.1875,
+        "video_score2_ta": 2.765625,
+        "video_score2_mq": 3.1875,
+        "video_score2_overall": 8.125,
+        "avg": 8.140625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "fluid, sideways tracking shot, rendered in cinematic 3D animation, follows a futuristic submarine as it glides steadily and calmly through a bottomless underwater canyon. The submarine boasts a sleek, biomimetic design, its hull constructed from a polished, obsidian-like composite material, etched with circuitry that glows faintly cyan. A powerful searchlight on its front projects beams of cool white light through the darkness, illuminating the deep, mysterious canyon walls ahead. The towering, jagged volcanic rock walls are adorned with scattered bioluminescent mosses, while beyond the beams lies the absolute blackness of the abyss. As the camera moves in sync with the submarine, schools of bizarre, neon-colored jellyfish-like creatures gracefully pass by, their translucent bodies leaving fleeting, dreamlike trails of light in the water. Occasionally, a lone, larger creature, resembling a bony eel, emerges from the shadows, its decoy ball of light swirling from its head, only to vanish quickly. The entire picture is dominated by deep navy blue and pure black, illuminated by the cool white light of the submarine and the colorful fluorescence of marine life, creating a sense of tranquil exploration, the mysterious atmosphere of the deep sea and an otherworldly sense of wonder. Tiny suspended particles in the water slowly float in the light beams, further enhancing the depth and realism of the scene.",
+                "token_credit_reward": 8.125,
+                "selected_reward": 8.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, sideways tracking shot of a futuristic submarine gliding through a bottomless underwater canyon. The submarine has a sleek, biomimetic design with a polished obsidian-like hull and faint cyan glow. A powerful searchlight emits cool white beams through the dark canyon, illuminating walls adorned with bioluminescent mosses. Schools of neon-colored jellyfish-like creatures move gracefully, leaving light trails, and a larger bony eel-like creature appears briefly with a decoy light before vanishing. The scene is dominated by deep navy blue and black, with suspended particles adding depth.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in darker regions. The blue color grading remains consistent, and lighting effects are present, though fine details are not always crisp. The sequence maintains a cohesive look, but sharpness and detail could be improved.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a submarine with a sleek silhouette, underwater canyon setting, prominent searchlight beams, and visible bioluminescent features. The tracking motion is evident. Some aspects such as the exact material appearance of the hull and the precise behavior of the jellyfish-like schools are not perfectly matched, but the major components align well with the description.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally behaves plausibly underwater, with coherent lighting and motion. However, certain interactions and timing feel slightly off, and the behavior of marine life does not always conform to real-world expectations, reducing full believability.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.1875,
+                    "TA": 2.765625,
+                    "MQ": 3.1875,
+                    "Overall": 8.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, sideways tracking shot of a futuristic submarine gliding through a bottomless underwater canyon. The submarine has a sleek, biomimetic design with a polished obsidian-like hull and faint cyan glow. A powerful searchlight emits cool white beams through the dark canyon, illuminating walls adorned with bioluminescent mosses. Schools of neon-colored jellyfish-like creatures move gracefully, leaving light trails, and a larger bony eel-like creature appears briefly with a decoy light before vanishing. The scene is dominated by deep navy blue and black, with suspended particles adding depth.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in darker regions. The blue color grading remains consistent, and lighting effects are present, though fine details are not always crisp. The sequence maintains a cohesive look, but sharpness and detail could be improved.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a submarine with a sleek silhouette, underwater canyon setting, prominent searchlight beams, and visible bioluminescent features. The tracking motion is evident. Some aspects such as the exact material appearance of the hull and the precise behavior of the jellyfish-like schools are not perfectly matched, but the major components align well with the description.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally behaves plausibly underwater, with coherent lighting and motion. However, certain interactions and timing feel slightly off, and the behavior of marine life does not always conform to real-world expectations, reducing full believability.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "fluid, sideways tracking shot, rendered in cinematic 3D animation, follows a futuristic submarine as it glides steadily and calmly through a bottomless underwater canyon. The submarine boasts a sleek, biomimetic design, its hull constructed from a polished, obsidian-like composite material, etched with circuitry that glows faintly cyan. A powerful searchlight on its front projects beams of cool white light through the darkness, illuminating the deep, mysterious canyon walls ahead. The towering, jagged volcanic rock walls are adorned with scattered bioluminescent mosses, while beyond the beams lies the absolute blackness of the abyss. As the camera moves in sync with the submarine, schools of bizarre, neon-colored jellyfish-like creatures gracefully pass by, their translucent bodies leaving fleeting, dreamlike trails of light in the water. Occasionally, a lone, larger creature, resembling a bony eel, emerges from the shadows, its decoy ball of light swirling from its head, only to vanish quickly. The entire picture is dominated by deep navy blue and pure black, illuminated by the cool white light of the submarine and the colorful fluorescence of marine life, creating a sense of tranquil exploration, the mysterious atmosphere of the deep sea and an otherworldly sense of wonder. Tiny suspended particles in the water slowly float in the light beams, further enhancing the depth and realism of the scene.",
+        "seed": 7190,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000561/group_9/index_8635_seed_7190_dp_19_rank_38_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.703125,
+        "video_score2_ta": 2.546875,
+        "video_score2_mq": 3.28125,
+        "video_score2_overall": 8.5,
+        "avg": 8.53125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "fluid, sideways tracking shot, rendered in cinematic 3D animation, follows a futuristic submarine as it glides steadily and calmly through a bottomless underwater canyon. The submarine boasts a sleek, biomimetic design, its hull constructed from a polished, obsidian-like composite material, etched with circuitry that glows faintly cyan. A powerful searchlight on its front projects beams of cool white light through the darkness, illuminating the deep, mysterious canyon walls ahead. The towering, jagged volcanic rock walls are adorned with scattered bioluminescent mosses, while beyond the beams lies the absolute blackness of the abyss. As the camera moves in sync with the submarine, schools of bizarre, neon-colored jellyfish-like creatures gracefully pass by, their translucent bodies leaving fleeting, dreamlike trails of light in the water. Occasionally, a lone, larger creature, resembling a bony eel, emerges from the shadows, its decoy ball of light swirling from its head, only to vanish quickly. The entire picture is dominated by deep navy blue and pure black, illuminated by the cool white light of the submarine and the colorful fluorescence of marine life, creating a sense of tranquil exploration, the mysterious atmosphere of the deep sea and an otherworldly sense of wonder. Tiny suspended particles in the water slowly float in the light beams, further enhancing the depth and realism of the scene.",
+                "token_credit_reward": 8.5,
+                "selected_reward": 8.5,
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+                "credit_map_shape": [
+                    3,
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+                ],
+                "top_frames": [
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, sideways tracking shot of a futuristic submarine gliding through an underwater canyon. The submarine has a sleek, biomimetic design with a polished obsidian-like hull and faint cyan glow. A powerful searchlight emits cool white beams that illuminate the dark canyon walls, which are adorned with scattered bioluminescent mosses. Schools of neon-colored jellyfish-like creatures and occasional larger eel-like beings populate the scene. The overall mood is one of tranquil exploration and an otherworldly deep-sea atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in darker regions. The blue color grading remains consistent across shots, and lighting effects from the submarine and ambient glow are present, though not razor-sharp. There are no major distortions or artifacts, and transitions between frames are smooth. The result is a cohesive underwater look, but sharpness and fine detail could be improved.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a futuristic submarine with sleek design, underwater canyon setting, prominent searchlight beams, and the general color palette of deep blues with highlights. However, certain dynamic aspects described in the prompt—such as continuous motion of schools of jellyfish and the emergence of a large eel—are not consistently realized in the footage. Despite these gaps, the main narrative and visual cues align well with the prompt, yielding a high level of correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible underwater physics and coherent lighting interactions, with believable hull reflections and beam illumination. Some elements, such as the exact behavior of marine life and the timing of appearances/disappearances of larger creatures, are not fully realized, introducing mild inconsistencies in the physical dynamics. Overall, the scene remains credible and internally coherent, but not perfectly aligned with every aspect of the prompt.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.703125,
+                    "TA": 2.546875,
+                    "MQ": 3.28125,
+                    "Overall": 8.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, sideways tracking shot of a futuristic submarine gliding through an underwater canyon. The submarine has a sleek, biomimetic design with a polished obsidian-like hull and faint cyan glow. A powerful searchlight emits cool white beams that illuminate the dark canyon walls, which are adorned with scattered bioluminescent mosses. Schools of neon-colored jellyfish-like creatures and occasional larger eel-like beings populate the scene. The overall mood is one of tranquil exploration and an otherworldly deep-sea atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in darker regions. The blue color grading remains consistent across shots, and lighting effects from the submarine and ambient glow are present, though not razor-sharp. There are no major distortions or artifacts, and transitions between frames are smooth. The result is a cohesive underwater look, but sharpness and fine detail could be improved.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a futuristic submarine with sleek design, underwater canyon setting, prominent searchlight beams, and the general color palette of deep blues with highlights. However, certain dynamic aspects described in the prompt—such as continuous motion of schools of jellyfish and the emergence of a large eel—are not consistently realized in the footage. Despite these gaps, the main narrative and visual cues align well with the prompt, yielding a high level of correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible underwater physics and coherent lighting interactions, with believable hull reflections and beam illumination. Some elements, such as the exact behavior of marine life and the timing of appearances/disappearances of larger creatures, are not fully realized, introducing mild inconsistencies in the physical dynamics. Overall, the scene remains credible and internally coherent, but not perfectly aligned with every aspect of the prompt.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
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