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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ValueError
Message:      Expected object or value
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1872, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 609, in wrapped
                  for item in generator(*args, **kwargs):
                              ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 198, in _generate_tables
                  examples = [ujson_loads(line) for line in batch.splitlines()]
                              ^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/utils/json.py", line 20, in ujson_loads
                  return pd.io.json.ujson_loads(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
              ValueError: Expected object or value
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1342, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 907, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1922, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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id
string
filename
string
has_glitches
int64
reasoning
string
glitch_severity
float64
model
string
Glitch_Category
string
T1_00001
P06_108_67_af1dd90706354a80_processed_s
1
"Visual anomalies: Time continuity (at 1.5s and 2.4s, the purple item experiences two sudden flips without external force) Physical behavior (at 1.3s, items inside the drawer move on their own without being touched; at 4.1s, the drawer closes automatically without external force)."
3
Sora 2
Force & Motion Inconsistency
T1_00002
P06_108_69_9aea7b74224b9dff_processed_v
1
"The scene is abnormal: the time sequence is continuous (1.5s the item held in the right hand shrinks and disappears without transition; 2.6s the black item in the hand suddenly disappears; 3.9s the item in the right hand changes its attributes illogically and transforms into another item)."
3
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00003
P06_108_113_3b78e10b9b10525b_processed_k
1
"Visual anomaly: Time continuity (1.5s, the color of the item on the lower right changes sequentially, from white to black without transition)."
2
Kling 2.5
Temporal Coherence Breakdown
T1_00004
P06_113_107_de929860172c9323_processed_s
1
"Abnormal video footage: The timing is inconsistent (the liquid in the bottle suddenly disappears at 2.9s, and the water poured into the cup in the middle of the video disappears out of thin air at 6.4s)."
2
Sora 2
Object Permanence Violation
T1_00005
P07_101_29_b70a45de04eebba8_processed_k
0
[]
0
Kling 2.5
No Issue
T1_00007
P07_101_29_b70a45de04eebba8_processed_v
1
"[system_log][No explanation provided]"
2
Veo 3.1 Fast
Other Failures
T1_00008
P07_101_65_f4d671a4c7536f0a_processed_k
1
"Visual anomaly: Overall visual impression is off (the video is overly smooth and lacks natural dynamism)."
3
Kling 2.5
Other Failures
T1_00009
P07_102_57_e7c5d0edce639e19_processed_s
1
"Screen anomaly: Time continuity (7s, scene jump without transition)"
2
Sora 2
Temporal Coherence Breakdown
T1_00010
P07_102_57_e7c5d0edce639e19_processed_v
1
"Abnormal video footage: Physical behavior (the cabinet door in the lower left corner of the video closes automatically without external force at 2.1s, and the cabinet door in the lower right corner opens automatically without external force at 7.3s)."
2
Veo 3.1 Fast
Force & Motion Inconsistency
T1_00011
P07_107_57_61112229c2201302_processed_v
1
"The video is abnormal: the timing is continuous (at 6.7s and 7.6s, the bottle cap disappears from the video twice without any logical frame interval)."
2
Veo 3.1 Fast
Object Permanence Violation
T1_00012
P07_110_11_d0d35a5d17011ae3_processed_k
1
"Visual anomaly: Time continuity (at 0.7s, the left-hand object undergoes a sudden property change, the banana transforms into an orange without transition) and physical effects (at 1s, the banana moves to the left without any external force)."
2
Kling 2.5
Temporal Coherence Breakdown
T1_00013
P07_110_11_d0d35a5d17011ae3_processed_s
1
"Video anomaly: Continuous timing (1.1s: unannounced video freeze; 1.6s: the peel of the object in the hand disappears for no apparent reason; 4.02ss: the peel of the fruit below the hand in the video suddenly lengthens)."
3
Sora 2
Temporal Coherence Breakdown
T1_00014
P07_110_29_8c99a271f9d4cd2e_processed_k
1
"Abnormal video footage: Physical behavior (finger piercing through cardboard box in the lower right corner of the video at 2.2s)"
2
Kling 2.5
Geometric / Collision Violation
T1_00015
P07_110_39_00b9f80d347cca55_processed_k
0
[]
0
Kling 2.5
No Issue
T1_00016
P07_113_46_1a4e0a62d11a6cfd_processed_k
1
"The video is abnormal: the time sequence is too continuous (the water ripples in the tank are too regular throughout the video, lacking natural and random physical characteristics)."
2
Kling 2.5
Force & Motion Inconsistency
T1_00017
P07_113_46_1a4e0a62d11a6cfd_processed_v
1
"[system_log][No explanation provided]"
3
Veo 3.1 Fast
Other Failures
T1_00018
P07_113_79_2d512fe1c8ba1152_processed_k
1
"Abnormal visual behavior: Physical action (the lower cabinet opens outwards without external force at 2.1s) and continuous timing (the towel on the cabinet handle suddenly falls off at 2.9s)."
2
Kling 2.5
Force & Motion Inconsistency
T1_00020
P07_113_79_2d512fe1c8ba1152_processed_v
1
"Abnormal visuals: Continuous time (the flame suddenly increases at 1.3s) Physical effects (the lower cabinet moves backward without external force at 3s; the right cabinet opens on its own without external force at 4s)."
3
Veo 3.1 Fast
Force & Motion Inconsistency
T1_00021
P07_113_109_4a89712eb436edc6_processed_k
1
"Visual anomaly: The time sequence is continuous (1s, flames suddenly appear out of nowhere at the front of the item in hand)."
2
Kling 2.5
Object Permanence Violation
T1_00022
P07_113_109_4a89712eb436edc6_processed_s
1
"Abnormal visuals: Continuous time (a black object suddenly appears on the left hand at 0.7s; an object on the cutting board suddenly turns into a ball of light and burns at 1.6s); Causal relationship (the object burns from 1.6s to 8s without any change in its shape)."
2
Sora 2
Temporal Coherence Breakdown
T1_00023
P07_113_109_4a89712eb436edc6_processed_v
1
"Abnormal scene: Time sequence (a black object suddenly appears on the left hand at 0.4s, flames suddenly appear on the object at 1.7s, and a black object on the cutting board appears out of thin air at 5.3s)."
3
Veo 3.1 Fast
Object Permanence Violation
T1_00024
P07_113_113_c315992575f2e66f_processed_k
1
"Abnormal scene: Time continuity (the garlic clove is suddenly cut open at 3.4 seconds)"
2
Kling 2.5
Temporal Coherence Breakdown
T1_00025
P07_113_113_c315992575f2e66f_processed_s
1
"Surface anomaly: Causality (the object in the right hand shows no change in shape after being cut throughout the video)."
3
Sora 2
Contact / Interaction Failure
T1_00026
P07_114_31_d87f3f495021ab1d_processed_k
1
"The video is abnormal: the timing is continuous (at 1.7s, the broccoli in the pot suddenly changes from one to two; at 3.7s, the broccoli in the pot suddenly disappears)."
3
Kling 2.5
Object Permanence Violation
T1_00027
P09_103_5_d9beda35ce08488b_processed_s
1
"Abnormal scene: Cause and effect (the knife penetrated the plastic wrap at 5.1s without leaving any gaps in the plastic wrap)."
2
Sora 2
Contact / Interaction Failure
T1_00028
P09_103_5_d9beda35ce08488b_processed_v
1
"Abnormal video feed: The video is continuous in time (the object on the right side of the video suddenly appears at 0.2s, disappears into thin air at 2.3s, and the transparent plastic film in the middle of the video suddenly turns black at 7.5s)."
2
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00029
P09_103_11_3d5dcf160404add7_processed_k
1
"Abnormal video footage: The time frame is continuous (3.8s video, oil stains appear out of nowhere in the pot)."
1
Kling 2.5
Object Permanence Violation
T1_00030
P09_103_20_21083d8008a843ca_processed_v
1
"[system_log][No explanation provided]"
1
Veo 3.1 Fast
Other Failures
T1_00031
e377893c31a30a8126598e0dc9c5e83f81773c7d0a523a742ff6b07cf688a147_processed_v
1
"The visuals are abnormal: The overall impression is abnormal (the oil stream in the video is a vertical, rigid line, lacking the natural curves, variations in thickness, and surface tension of liquid; it resembles a solid column of light rather than flowing oil. The splashing ripples inside the bottle are strangely shaped, lacking the lightness of splashing liquid and the delicate texture of water ripples. The glass bottle's transparency and refraction are incorrect; the bottle lacks the transparency and refraction that glass should have. The light and shadow of the liquid inside the bottle are distorted, and the glass reflections on the handle and bottle are harsh and lack gradation)."
4
Veo 3.1 Fast
Material / State Inconsistency
T1_00032
e784931b287ff99b242f9e661d771cfa44ee9bc3137a7d60d5fe8a2ede83ed76_processed_k
1
"The visuals are unusual: the overall visuals are abnormal (in the entire video, the match is burning in the middle of the paper, and the ignition point should be in the middle, but the fire starts from both sides of the paper, while the middle of the paper is not affected at all)."
5
Kling 2.5
Material / State Inconsistency
T1_00033
e784931b287ff99b242f9e661d771cfa44ee9bc3137a7d60d5fe8a2ede83ed76_processed_v
1
"The visuals are unusual: The overall visuals are unusual (in the entire video, after the match lights the paper, it should burn from the center outwards, but the left side is burning at the same time as the center. The paper will generate heat as it burns, but the person's fingers do not react at all, and there is no soot left on the fingers after the paper has burned out)."
5
Veo 3.1 Fast
Contact / Interaction Failure
T1_00034
e2109806cdc00d948c69fd828be6cd6efb6af5429736e11e9ce23538a76e53c0_processed_k
1
"Visual anomalies: The overall visual impression is off (the main object in the video presents a contradictory texture of semi-transparent gel and frosted grain, resembling both melted ice and rough crystalline grains. There is no natural melting and dripping transition at the edges of the object, and it is completely disconnected from the surrounding liquid and semi-liquid base texture. The shape of the object's shadow does not match the outline of the main object, the edges of the shadow are blurred and disproportionate, there is no transition of light and shadow under real light source, and the direction of light and shadow also contradicts the overall ambient light)."
4
Kling 2.5
Material / State Inconsistency
T1_00035
e614989934b58cf76ef82efb9a05e6068acb8824b9d69111741f47ff5a6503b5_processed_s
1
"The visuals are abnormal: The overall impression is abnormal (in the entire video, white reflective dots appear suspended in the air in front of the camera as the camera moves, the strings of lights wrapped around the railings are extremely uneven in size and spacing in some areas, and there are even cases of overlapping bulbs, twisted lines and broken lights, the halo effect of the lights is unnatural, some areas have too strong a halo and some areas have no halo, there is a lack of a unified light source logic, the reflections on the ground railings are harsh and misaligned, and there is no softness and consistency in the light reflection in a real scene)."
4
Sora 2
Temporal Coherence Breakdown
T1_00036
ea1ac4b622d7b43fb228fbad1f4861c3b98d746379ab3bbd778f9259ba72b2cc_processed_k
1
"The video is abnormal: the time is continuous (the yellow brick ground on the right side of the video appears to extend as the camera moves, and an unidentified black shadow suddenly appears in the lower right corner of the smoke at 4.5 seconds). The overall visual impression is abnormal (the water column from the fountain and the white water vapor and smoke completely merge into a columnar cloud in the entire video, without a clear water flow trajectory or the sense of dispersion and diffusion that water vapor should have. It looks more like a semi-solid white mass that appears to be generated out of thin air. The sunlight appears as a blurry and diffused light cluster, without the directionality of real sunlight beams or the light spots and shadows formed by passing through tree branches)."
5
Kling 2.5
Material / State Inconsistency
T1_00037
ea1ac4b622d7b43fb228fbad1f4861c3b98d746379ab3bbd778f9259ba72b2cc_processed_s
1
"Visual anomalies: The overall visual impression is off (the boundary between the water column and the water vapor in the entire video is blurred to the point of disappearing; what should be a transparent water column and water vapor boundary is blurred to the point of disappearing; what should be a transparent or semi-transparent water flow is completely replaced by an opaque white mist; and there are no water flow textures or bubbles inside the clumps, nor the lightness of the water vapor; the light and dark gradients on the lit and shadowed sides of the water mist clumps are not natural; the transition between the edges and the sunlight is blurry and harsh; there is no light and shadow effect of real water mist being illuminated by sunlight, with the edges bright and the interior gradually darkening; instead, it looks like a composite effect of white blocks and strong light superimposed)."
5
Sora 2
Material / State Inconsistency
T1_00038
eae18c34613bb4ead8b1b36d3b7bc59d81f5c82af540d1465c07edb5c8418f82_processed_k
1
"The visuals are unusual: The overall visual impression is abnormal (in the entire video, the containers exhibit asymmetrical deformation without any apparent force during the explosion, such as one side suddenly expanding while the other side contracts strangely, violating the laws of material deformation under stress; during the explosion, the two containers rise, tumble, and break apart in perfect sync with each other, without any difference in force. In reality, the shockwave reaction force of an explosion would cause a significant difference in the trajectory and speed of objects, rather than mechanical synchronization; after the explosion, some red fragments disappear as they fall; the diffusion speed and shape of the pink smoke do not conform to the physical characteristics of gas diffusion; the smoke cloud is suspended in a solid cloud shape without a natural dissipation and dilution process; and the interaction between the smoke and the flames is abnormal; the two objects return to their original shapes after the explosion)."
5
Kling 2.5
Force & Motion Inconsistency
T1_00039
eae18c34613bb4ead8b1b36d3b7bc59d81f5c82af540d1465c07edb5c8418f82_processed_v
1
"The video footage is unusual: The overall visual impression is off. (The shockwave from the explosion should have spread outwards evenly throughout the video, but the debris is flying in a chaotic and disorderly direction. There are even instances of debris flying back towards the center of the explosion, defying physical physics. The size and shape of the debris, such as long strips of wood or irregular pieces of aluminum foil, do not match the impact force of the explosion. Some debris is too large and too intact. The initial flames are bright white or yellow, but then suddenly turn into pure red smoke. In reality, the color transition between the flames and smoke in an explosion is gradual, and there would be no abrupt change from flames to red smoke. Furthermore, the texture of the red smoke is like a pigment cloud, lacking the layering and dissipation pattern of real smoke. Also, although wood fragments were produced during the explosion, the original wood planks at the explosion site remained intact.)"
5
Veo 3.1 Fast
Material / State Inconsistency
T1_00040
eb4fc1ea734796fd276c1ab5311a2b912a45b044cb7430c398370bbd4187e7dc_processed_s
1
"Visual anomalies: The overall visual impression is off (isolated small red pixels appear randomly throughout the video, such as in the upper left corner and on the right edge of the fluid, completely detached from the overall cyan-green fluid texture. They lack any visual logic; they are neither light and shadow, nor fluid impurities, nor design elements. The fluid on the right abruptly transitions from a smooth gradient to a rough, granular, foam-like texture, with a harsh transition lacking the gradation logic of a physical fluid. The fluid edges, which should be softly blended, instead feature harsh white and light blue lines, resembling outlines rather than natural fusion. The fluid lacks natural light and shadow gradations, with harsh highlights and shadows, lacking the transparency and light and shadow layers of a real liquid. The overall effect is like a stack of flat color blocks)."
5
Sora 2
Material / State Inconsistency
T1_00041
f0f92e4f8200e6abc9f2d71d2d42e9ea8d2acd0a4dadc063fba8ea5880b2210a_processed_k
1
"The visuals are abnormal: The overall impression is abnormal (in the entire video, the edges of some flames are blurred and the outlines are stiff, lacking the dynamic swaying feeling of real flames; the warm light of the flames does not form a natural gradient reflection on the inner wall of the lamp; the brightness of some flames is out of sync with the surrounding ambient light; the bright areas are overexposed and the dark areas lack gradation; there is a lack of realistic light and shadow projection; the light source direction and brightness of all flames are highly uniform, there is no difference in light and shadow between lamps of different distances and sizes, and the image lacks a sense of depth)."
3
Kling 2.5
Temporal Coherence Breakdown
T1_00042
f1a705e41ef02233566600293f1b1df1ed03592a00b0a74dde9278e1d16a7783_processed_k
1
"The visuals are abnormal: The overall impression is abnormal (in the entire video, the edges of the cleaning head's cloth cover are blurry and the shape is irregular, lacking the regular structure of a real cleaning head; the steam emitted has blurry edges and a strange shape, without the diffusion of real steam; the foam stains on the wall are distributed in irregular dots and rings, and the texture of the foam is like a pixelated patchwork, lacking the fluidity and layering of real foam; steam should disperse and melt the foam, but in the picture, the steam and foam overlap without affecting each other, and the foam is even denser in the steam area)."
4
Kling 2.5
Contact / Interaction Failure
T1_00043
f02fec8a907cde0d01f9b8caf319d1027d6562b2a85afae4a91e8ab65b1f32fd_processed_v
1
"The visuals are abnormal: The overall impression is off (the edges of the clouds in the entire video are abruptly fragmented, as if they were cut and randomly pieced together, without natural transitions or blending. Some cloud blocks are isolated and suspended, lacking the continuity of atmospheric flow. The size and density distribution of the cloud blocks is extremely unnatural, with some cloud clusters being excessively dense while others are abnormally sparse, lacking gradual layers. The perspective and occlusion relationships of the clouds in the foreground, middle ground, and background are not reasonable, and the sense of space is completely distorted. The light source of the sunset (the sun) should be at the horizon at the bottom of the screen, but the direction of the lit and shadow sides of some cloud blocks is chaotic, with some cloud blocks being bright at the top and dark at the bottom, while others are the opposite)."
4
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00044
f2bd8e3ae36c50cf397f9353f3c52fcda5b032efbe2a92f3a9888d4d9059447f_processed_k
1
"The visuals are unusual: The overall impression is off (in the entire video, the foam produced by melting butter should be thin, fragile, and small bubbles that diffuse as it melts, but in the picture, the foam is thick, solidified, and disc-shaped with regular edges. It does not move or deform with the butter, like fixed plastic foam, which does not conform to the fluidity and fragility of liquid foam. The butter block always maintains its sharp edges and solid shape, does not deform or shrink with the high temperature, and does not merge with the surrounding foam. It seems to be suspended on the foam, with no natural transition between the two in physical contact)."
4
Kling 2.5
Material / State Inconsistency
T1_00045
f2bd8e3ae36c50cf397f9353f3c52fcda5b032efbe2a92f3a9888d4d9059447f_processed_v
1
"The visuals are unusual: The overall impression is off (the distribution of whey foam from melting butter in the entire video is extremely unnatural. It either forms an eerie arc around the butter or spreads out irregularly over a large area. In contrast, the foam from real melting butter gradually spreads evenly from the edges of the butter, rather than in this fragmented, blocky distribution. The size of the butter blocks hardly changes, and there is no dynamic melting process such as the butter blocks shrinking, the foam breaking, and the oil spreading. The yellow color of the butter blocks is too bright and the saturation is distorted. It lacks the creamy feel and translucent texture of real butter, and the surface does not have the shine of melting butter. It looks more like plastic or wax blocks)."
3
Veo 3.1 Fast
Material / State Inconsistency
T1_00046
f3bfe95682baca3770ca1b683bd092c07f97a3bcbd64d9f13c9ab201128277fb_processed_k
1
"Visual Anomalies: The overall visual impression is off (at 0.8s, a person suddenly appears out of nowhere on the bridge, with a blurry, disproportionate, and strangely sized body; the puddles on the bridge surface at the bottom of the frame are completely disconnected from the pedestrian bridge behind, without any connecting structure, violating the physical logic of bridge load-bearing and passage, as if they are two independent suspended road surfaces; the cables lack reasonable stress support points, which does not conform to the mechanical design of a cable-stayed bridge; the arch structure also has problems with disproportionate and stiff lines, lacking the curvature and support of a realistic bridge; the extended perspective lines of the bridge are not convergent or parallel, showing divergent and distorted problems, resulting in a chaotic sense of space, as if the bridge is deformed; the perspective of the puddles is also inconsistent with the perspective of the bridge surface, further undermining the rationality of the space)."
4
Kling 2.5
Object Permanence Violation
T1_00047
f3bfe95682baca3770ca1b683bd092c07f97a3bcbd64d9f13c9ab201128277fb_processed_s
1
"Visual Anomalies: The overall visual impression is off (the figure on the right side of the video is blurry and lacks detail, with no normal human proportions or limb details; the reflection of the sun in the foreground puddle does not match the actual position and brightness of the sun; the reflection lines of the bridge structure are broken and disproportionate, not following the physical laws of mirror reflection; the shadows of the figures and the bridge structure are inconsistent with the direction of the sun's light source, appearing stiff and unnatural; the cables lack reasonable support points, which does not conform to the mechanical design of a cable-stayed bridge; the arch structure also has disproportionate and stiff lines, lacking the curvature and support of a real bridge; the extended perspective lines of the bridge are not convergent or parallel, exhibiting divergent and distorted features, resulting in a chaotic sense of space, as if the bridge is deformed; the perspective of the puddle is also inconsistent with the perspective of the bridge surface, further undermining the rationality of the space)."
3
Sora 2
Geometric / Collision Violation
T1_00049
f05d47ab3f4d96eafe3e5c7788a02bd1a143c3247d61ee74324d98180c23a0bb_processed_v
1
"Visual Anomalies: Overall, the visual impression is off (the object's surface appears smooth and reflective like plastic resin throughout the video, yet it also has irregular textures resembling ice crystals, creating a disjointed material feel. It doesn't resemble the translucent, melting feel of real ice, nor the natural crystalline structure of natural crystals. When illuminated by strong light later, the object shows no light refraction or translucent texture inside; the surface is merely stiff and white, completely contradicting the optical principles of transparent objects. The perspective lines at the corners are not parallel, the ground's extension is distorted, and there is no sense of depth in the real three-dimensional space, resembling a flat, box-like space. During the transition from dark to light, the details of the object, the ground, and the walls lack natural light and shadow transitions). Temporal Continuity (the object refracts light when illuminated, but at 5.7 seconds, it suddenly emits light spontaneously without refraction, even without external force)."
4
Veo 3.1 Fast
Causal Sequence Violation
T1_00050
f5b4799213511dbf80faed6e87045fa4468c9170904dbd1aa8421d039effbb11_processed_v
1
"The visuals are abnormal: The overall impression is off (the entire video is too smooth when the ship approaches the water, the water is too calm, there are no ripples or waves after the ship moves, and the contrast between the ship's speed and the changes in the clouds is obviously abnormal. The lake surface is too smooth without obvious ripples, the clouds look like they are pasted on, and there is no natural light and shadow blending with the warm-toned city lights and water below. The edges are harsh and lack the sense of atmospheric perspective. The reflections of the ship and city lights are too uniform and without ripples. The water surface is like a mirror but has unnatural blur and noise, which violates the laws of light and shadow refraction on a real water surface. The high sky is filled with cool-toned noctilucent clouds, and the ground is filled with warm yellow city lights. There is no natural transition in color temperature and brightness between the two)."
4
Veo 3.1 Fast
Contact / Interaction Failure
T1_00051
P02_101_79_117b97072302e410_processed_s
1
"Visual anomaly: Time continuity (at 2.9 seconds, the jam on the knife tip suddenly disappears)."
4
Sora 2
Temporal Coherence Breakdown
T1_00052
P02_101_79_117b97072302e410_processed_v
1
"Visual anomaly: Time continuity (at 6.2s, the bread slice in the character's hand and the bread slice in the bowl suddenly merge into one)."
5
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00053
P02_101_82_8edf24284732e4f3_processed_s
1
"[system_log][No explanation provided]"
4
Sora 2
Other Failures
T1_00054
P02_101_82_8edf24284732e4f3_processed_v
1
"Anomaly: The time sequence is continuous (at 0.3 seconds, a fruit knife suddenly appears on the table to the right of the bowl)."
4
Veo 3.1 Fast
Object Permanence Violation
T1_00055
P02_102_77_c73b0d8a649c1bc4_processed_k
1
"Visual anomaly: Time sequence (At 0.1s, the black liquid in the bottle suddenly increases and fills the bottle. At 0.5s, the middle part of the bottle cap suddenly disappears the instant it is opened. At 3.3s, the bottle cap disappears into thin air the instant it is closed.)"
5
Kling 2.5
Object Permanence Violation
T1_00056
P02_102_100_a26e6525a6171ba3_processed_s
1
"Visual Anomalies: Physical Behavior (From 0-0.7s, the bottle opening is downwards, but the liquid inside is suspended, violating the fundamental laws of gravity and fluid statics. In the real world, when liquid is poured out of a bottle, it flows downwards under the influence of gravity, forming a continuous liquid column.) Temporal Continuity (Judging from the bottle's tilt angle and opening size, the volume ratio of the poured liquid to the remaining liquid in the bottle is highly inconsistent. In reality, the outflow speed and flow rate of liquid are directly related to the bottle opening size and tilt angle, but the way the liquid is presented here is more like a static texture or special effect, rather than real fluid movement.)"
5
Sora 2
Force & Motion Inconsistency
T1_00057
P02_102_100_a26e6525a6171ba3_processed_v
1
"Visual anomaly: Time continuity (At 3.8s, the black bottle cap that fell onto the table suddenly turned transparent. At 3.3s, the transparent tube connecting the bottle cap and the bottle opening disappeared into thin air.)"
5
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00058
P02_104_111_ff2113d2018334c8_processed_v
1
"Anomaly in the footage: The timing is continuous (at 4.9 seconds, the slices of meat being stir-fried in the pan suddenly flip over)."
5
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00059
P02_104_149_8b768193f6d97ae2_processed_k
0
[]
0
Kling 2.5
No Issue
T1_00060
P02_104_149_8b768193f6d97ae2_processed_s
0
[]
0
Sora 2
No Issue
T1_00061
P02_104_165_d1b8d60ec7a8d76f_processed_k
1
"Visual anomaly: Time sequence (dumplings appear out of thin air in the plate at 1.6s and 3.7s)."
5
Kling 2.5
Object Permanence Violation
T1_00062
P02_104_165_d1b8d60ec7a8d76f_processed_s
0
[]
0
Sora 2
No Issue
T1_00063
P02_104_165_d1b8d60ec7a8d76f_processed_v
1
"Visual anomalies: Time continuity (at 2s, the dumplings in the strainer suddenly turn into strips of dough.) Physical behavior (at 2.6s, some of the strips of dough fall from the strainer into the plate; the strainer's holes are insufficient for the strips of dough to pass through, violating the impermeability of solids.)"
5
Veo 3.1 Fast
Geometric / Collision Violation
T1_00064
P02_105_68_6dd450c698ad8b36_processed_v
1
"Anomaly in the footage: The time sequence is continuous (at 4.6s, there are no obvious signs of movement on the character's wrist, but the pot in the character's hand suddenly flips over.)"
4
Veo 3.1 Fast
Causal Sequence Violation
T1_00065
P02_105_85_a184128bbf06f580_processed_k
1
"Visual anomalies: Time continuity (at 3.6s, the number of black stripes in the character's hand suddenly increases.) Physical behavior (at 3.4s, water from the faucet passes through the character's palm, violating the principle of impermeability of solids.)"
5
Kling 2.5
Contact / Interaction Failure
T1_00066
P02_105_85_a184128bbf06f580_processed_v
1
"Visual anomaly: Time continuity (At 1.6s, a towel suddenly appears in the character's hand. At 4.5s, the towel disappears into thin air.)"
4
Veo 3.1 Fast
Object Permanence Violation
T1_00067
P02_105_89_88acb57f7e56cbfb_processed_k
1
"Visual anomaly: Time continuity (At 1.4s, the fork and fruit knife on the character's left hand suddenly merge into one fruit knife. At 2.6s, a silver strip suddenly appears inside the bowl in the sink.)"
5
Kling 2.5
Temporal Coherence Breakdown
T1_00068
P02_105_89_88acb57f7e56cbfb_processed_s
1
"Visual anomalies: Physical behavior (at 5.5s, the fork in the sink pierces the plate, violating the impermeability of solids.) Time continuity (at 2.8s, the fruit knife in the character's hand suddenly turns into a fork.)"
5
Sora 2
Geometric / Collision Violation
T1_00069
P02_105_89_88acb57f7e56cbfb_processed_v
1
"Visual Anomalies: Time Continuity (At 1.5s, the fruit knife and fork in the character's left hand suddenly merge into one fork. At 2.6s, a fork appears out of thin air in the character's right hand. At 4.3s, the forks in the character's left and right hands merge into one fruit knife the instant they touch. At 4.8s, the scissors in the tool slot suddenly turn into a fork the instant the character's right hand touches them.)"
5
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00070
P02_105_178_a199dc8af81930a6_processed_k
1
"Visual anomaly: Time continuity (at 1.2s, the snacks in the character's hand suddenly merge into one bag.)"
4
Kling 2.5
Temporal Coherence Breakdown
T1_00071
P02_105_178_a199dc8af81930a6_processed_v
1
"Visual anomaly: Time continuity (At 4s, the number of snacks in the character's hand suddenly increases. At 5.9s, a bag of snacks appears out of thin air in the character's left hand.)"
5
Veo 3.1 Fast
Object Permanence Violation
T1_00072
P02_107_31_c6e03c2415bf383d_processed_v
1
"Visual anomaly: Physical behavior (At 1.5s, the cabinet door under the desktop closes automatically without any force, violating Newton's First Law.)"
4
Veo 3.1 Fast
Force & Motion Inconsistency
T1_00073
P02_108_116_5286ed55d078040a_processed_s
1
"Abnormal visual behavior: (At 0.8s, more than half of the bottom of the cup is suspended in the air without falling. Under normal circumstances, the cup should fall directly due to gravity.)"
5
Sora 2
Force & Motion Inconsistency
T1_00074
P02_108_180_1edef8bcc465376f_processed_s
0
[]
0
Sora 2
No Issue
T1_00075
P02_108_180_1edef8bcc465376f_processed_v
1
"Anomaly in the footage: The timing is continuous (at 4.6 seconds, a finger is inserted into the dough, but there is no obvious fingerprint on the surface of the dough)."
3
Veo 3.1 Fast
Contact / Interaction Failure
T1_00076
P02_108_223_e37f22b02735c782_processed_s
1
"Visual Anomaly: Physical Behavior (At 6.2s, the water in the sink directly penetrates the frying pan, violating the principle of impermeability of solids. From 5.2s to 8s, the two hands are on either side of the frying pan, with one hand lifting the pan using only two fingers. In this state, a stable grip cannot be formed, making it impossible to lift the pan from the sink or hold it stably.)"
5
Sora 2
Contact / Interaction Failure
T1_00077
P02_108_351_4611aba364e6bb0e_processed_s
1
"Visual anomalies: Time continuity (at 3.3s, the cup on the machine's lid suddenly flattens and merges with the lid.) Physical behavior (at 5.1s, the character's arm has left the machine, but the machine remains suspended in mid-air, violating the law of gravity; normally, the machine should fall due to gravity.)"
5
Sora 2
Force & Motion Inconsistency
T1_00078
P02_108_447_6b7ebbc070e4e336_processed_v
1
"Visual anomaly: Time continuity (At 3.7s, the blue towel on the character's right hand suddenly turns yellow. At 4.1s, the blue towel pressed down by the character's left hand suddenly disappears. At 5s, the steel pipe being wiped by the character's left hand suddenly disappears. At 2.3s, the blue towel on the character's right hand suddenly splits in two.)"
5
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00079
P02_109_149_21af70ea6cb45625_processed_k
1
"The video is abnormal: the time frame is continuous (the entire video shows shredded meat being stir-fried in a pan, with obvious oil fumes being produced, but the color and shape of the stir-fried meat do not change at all throughout the entire process)."
4
Kling 2.5
Material / State Inconsistency
T1_00080
P02_109_149_21af70ea6cb45625_processed_s
1
"Video anomaly: The video appears blurry and distorted throughout (the meat shreds in the pot are visible throughout the entire video)."
4
Sora 2
Other Failures
T1_00081
P03_109_244_7d988ea8da9cab00_processed_k
1
"Abnormal video quality: Time continuity (the scissors bend and deform without external force between 1s and 1.6s)."
4
Kling 2.5
Temporal Coherence Breakdown
T1_00082
P03_109_244_7d988ea8da9cab00_processed_s
1
"Visual anomaly: Time continuity (at 3.9s, the blade of the scissors disappears into thin air without any external force; at 4.6s, the character's hand clips through the scissor handle, violating the principle of impermeability of solids)."
4
Sora 2
Temporal Coherence Breakdown
T1_00083
P03_109_244_7d988ea8da9cab00_processed_v
1
"Abnormal visual behavior: Physical behavior (at 2.2s, the movement of pushing and pulling the drawer did not follow the normal trajectory, and displacement occurred, violating the law of inertia) and continuous time (at 3.3s, the drawer handle disappeared and turned into scissors; at 4.1s, a hand suddenly appeared out of nowhere)."
4
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00084
P03_109_291_6b76ce53b04d2263_processed_k
0
[]
0
Kling 2.5
No Issue
T1_00085
P03_109_291_6b76ce53b04d2263_processed_s
1
"[system_log][No explanation provided]"
3
Sora 2
Other Failures
T1_00086
P03_109_292_dc435ca3dce51838_processed_k
0
[]
0
Kling 2.5
No Issue
T1_00087
P03_109_318_24bf90fdcacc85f9_processed_k
1
"The video is abnormal: the timing is continuous (at 0.7s there is only a small clump of butter on the knife, but when scraping the bread, more and more butter is scraped)."
4
Kling 2.5
Material / State Inconsistency
T1_00088
P03_109_321_bd3f45ea44ea64fe_processed_v
1
"Visual anomaly: The timing is continuous (at 5.2s, the butter on the blade was originally scraped off, but then it returned to the initial amount)."
3
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00089
P03_109_342_fc9925db0f44f975_processed_v
1
"The video is abnormal: the timing is continuous (at 4.8s, only a small half of the cheese strip is cut off, and without any obstruction or addition, the cheese strip suddenly turns into a sheet)."
4
Veo 3.1 Fast
Temporal Coherence Breakdown
T1_00090
P03_109_372_f9a0547118282ba2_processed_s
1
"Video anomaly: The timing is continuous (between 2.2s and 3.2s, the hand is facing upwards when releasing the knife, whereas normally the palm should be downwards, violating normal motion inertia)."
3
Sora 2
Force & Motion Inconsistency
T1_00091
P03_109_372_f9a0547118282ba2_processed_v
1
"The video is abnormal: the timing is continuous (from 3.4s to 4.4s, when cutting the bread, the finger penetrates the bread, violating the physical law that solids are impermeable)."
2
Veo 3.1 Fast
Geometric / Collision Violation
T1_00092
P03_111_16_49c3417aaaf75e67_processed_k
1
"Abnormal display: During the continuous flow of water from the tap (0.9s-5s), the sediment at the bottom of the box increases out of nowhere."
3
Kling 2.5
Object Permanence Violation
T1_00093
P03_111_16_49c3417aaaf75e67_processed_v
1
"The screen is abnormal: between 1.8s and 2.1s, the finger passes directly through the faucet, and the faucet sprays water out of thin air without any external force, which violates the physical law that solids are impermeable."
3
Veo 3.1 Fast
Contact / Interaction Failure
T1_00094
P03_112_96_e070a22994164ebb_processed_k
1
"Anomaly in the visuals: The time sequence is continuous (from 0.8s to 1.5s, the character did not touch the kettle button, yet the kettle's red light illuminated, and at 1.3s, steam suddenly appeared from the kettle)."
2
Kling 2.5
Causal Sequence Violation
T1_00095
P03_112_96_e070a22994164ebb_processed_v
1
"[system_log][No explanation provided]"
3
Veo 3.1 Fast
Other Failures
T1_00096
P03_112_112_78e5231e10c0e671_processed_s
1
"The video is abnormal: from 5.4s to 7.8s, when the character is tearing the packaging bag, his two thumbs are overlapping, which violates the normal hand movement logic of tearing packaging bags in reality, and the posture is unnatural."
3
Sora 2
Geometric / Collision Violation
T1_00097
P03_112_112_78e5231e10c0e671_processed_v
1
"[system_log][No explanation provided]"
3
Veo 3.1 Fast
Other Failures
T1_00098
P03_112_150_f35dc439e8ff6b81_processed_k
1
"Abnormalities in the footage: From 0.8s to 5s, the sweeping motion of the person is too stiff, unnatural and unrealistic; from 2.4s to 4.5s, the dirt on the floor does not decrease but increases during the sweeping process."
3
Kling 2.5
Object Permanence Violation
T1_00099
P03_112_150_f35dc439e8ff6b81_processed_s
1
"The scene is abnormal: at 3.4s, a piece of white trash appears out of thin air on the ground, resembling the corner of a white plastic bag; between 3.5s and 5.2s, the character sweeps the same piece of trash twice, but the trash is not moved, which violates the realistic logic that sweeping should remove trash, and the action effect does not conform to normal physical logic."
3
Sora 2
Contact / Interaction Failure
T1_00100
P03_112_150_f35dc439e8ff6b81_processed_v
1
"The video is abnormal: from 3.03 to 8 seconds, the character's sweeping movements are stiff and unnatural, and the garbage on the ground is not removed but instead seems to increase, which violates the basic functional logic of sweeping to clean and remove dirt and the laws of reality."
4
Veo 3.1 Fast
Contact / Interaction Failure
T1_00101
P03_112_160_7dded1abfb4e3720_processed_k
1
"Visual anomaly: Time continuity (during the 0s-3s period, when the character is brushing rice, the amount of rice falling to the ground increases out of nowhere.)"
3
Kling 2.5
Object Permanence Violation
T1_00102
P03_112_160_7dded1abfb4e3720_processed_s
1
"[system_log][No explanation provided]"
3
Sora 2
Other Failures
T1_00103
P03_112_160_7dded1abfb4e3720_processed_v
0
[]
0
Veo 3.1 Fast
No Issue
End of preview.

🎬 PHYSION-EVAL: The First Human-Centered Benchmark for Physical Realism in AI-Generated Videos

✨ Overview

This dataset is developed by Physion Labs, a research team focused on advancing physical realism and reliability in multimodal generative AI.

We created this dataset to support physically grounded video generation, moving beyond visual realism toward true physical consistency. It enables research in:

  • Perceptual physical realism evaluation for AI-generated videos
  • Temporal consistency and causal reasoning
  • Human vs. model perception of physical plausibility

By identifying where current models break physical rules, we aim to enable more reliable and trustworthy generative video systems.

πŸ›‘οΈ Content Filtering

In this open-source version, we apply filtering procedures to reduce privacy and intellectual property risks:

  • 🚫 Videos with identifiable human faces are excluded
  • 🚫 Videos with logos, brand marks, or trademarks are excluded

Permitted Use

This dataset is intended to support:

  • Academic and non-commercial research.
  • Benchmarking and evaluation of video generation models.
  • Studying physical realism and perceptual consistency in AI-generated videos.

This dataset must not be used for:

  • Surveillance or biometric identification.
  • Any application that violates privacy, publicity, or intellectual property rights.
  • High-risk or safety-critical decision-making systems.
  • Training, fine-tuning, or distillation of generative models without explicit permission

Citation

If you use this dataset, please cite:

@misc{physion_eval_2026,
  title={Physion-Eval: Evaluating Physical Realism in Generated Video via Human Reasoning},
  author={Physion Labs},
  year={2026}
}

πŸ“œ License

Custom Research Use Only License

By using this dataset, you agree to:

  • Use it for non-commercial research and evaluation purposes only
  • Not redistribute the dataset in any way that violates applicable laws or third-party rights
  • Comply with all relevant laws, regulations, and ethical guidelines

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