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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
https://huggingface.co/d…jGRpX1Up6t9h.gif
https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
https://assets.rapidata.ai/8ed027f5-dafa-4d56-b279-45a83a40c2e3.mp4
Dreamina Seedance 2.0
Dreamina Seedance 2.5
2.36294
1.410837
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3.570996
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
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Dreamina Seedance 2.0
FLUX 3 Max
3.756332
0.637988
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1.420573
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
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https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
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Dreamina Seedance 2.0
FLUX 3 Video
1.697114
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
https://huggingface.co/d…jGjEy5LSZgw7.gif
https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
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Dreamina Seedance 2.0
Gemini Omni 1.1 Flash
2.62376
1.39168
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
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https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
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Dreamina Seedance 2.0
Gemini Omni Flash
0.644534
3.663942
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1.375484
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
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https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
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Dreamina Seedance 2.0
Grok Imagine Video
0
4.356488
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2.153975
1.686278
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
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https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
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Dreamina Seedance 2.0
Grok Imagine Video 1.5
3.146723
0.789549
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0.692745
3.302924
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
https://huggingface.co/d…jHab9Poh5afo.gif
https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
https://assets.rapidata.ai/2a58aa62-40c6-4c06-a22c-c12e75900655.mp4
Dreamina Seedance 2.0
HappyHorse 1.0
1.223009
2.782408
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1.037683
2.396501
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
https://huggingface.co/d…jHFfQTAzsM3F.gif
https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
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Dreamina Seedance 2.0
Kling 2.6 Pro
2.714888
1.256978
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4.392761
0
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
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https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
https://assets.rapidata.ai/ca83dc05-65fb-4faf-9b31-e48b5d7a477d.mp4
Dreamina Seedance 2.0
Kling 3.0 Pro
2.044177
1.531081
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1.42848
2.710818
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
MiniMax H3
1.357428
2.746992
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0.5512
3.400512
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
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https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
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Dreamina Seedance 2.0
Pixverse V5.6
3.155219
0.554074
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3.966321
0
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
https://huggingface.co/d…jH6E29WDhI36.gif
https://assets.rapidata.ai/16d6d5be-60d2-4c00-b654-c8b408204c89.mp4
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Dreamina Seedance 2.0
Seedance V1.5 Pro
1.326688
2.391171
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1.967002
2.030358
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
Veo 3.1
2.284696
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2.210472
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
Veo 3.1 Fast
4.046607
0
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1.973318
1.851483
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
Vidu Q3 Pro
3.067516
1.22351
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2.67522
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jH7JiA8sRDLE.gif
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Dreamina Seedance 2.0
Wan 2.5 Preview
3.430931
0.831422
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2.029459
2.209831
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
Wan 2.6
0.74364
2.79635
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1.894224
2.088364
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
Wan 2.7
3.220007
0.601924
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0.754395
3.830233
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
Wan 3.0
2.33947
1.766971
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3.391169
0.768779
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
AlayaWorld
3.393271
0.504732
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2.6175
1.114929
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
Cosmos 2.5
1.871688
2.270751
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3.538806
0.769607
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
Cosmos 3 Nano
3.042583
1.567956
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4.09432
0
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
Dream-X-World
3.642954
0
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3.892967
0
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.0
SANA-WM
3.928231
0
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4.025108
0
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
FLUX 3 Max
2.94617
1.429469
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2.486693
1.279224
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
FLUX 3 Video
2.019278
2.351931
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1.309303
2.565572
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Gemini Omni 1.1 Flash
2.131466
1.642523
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1.38498
3.078001
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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https://huggingface.co/d…jGZXTQKQVCM7.gif
https://assets.rapidata.ai/8ed027f5-dafa-4d56-b279-45a83a40c2e3.mp4
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Dreamina Seedance 2.5
Gemini Omni Flash
1.305366
2.497161
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1.206713
2.661271
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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https://huggingface.co/d…jGzl1C06byzv.gif
https://assets.rapidata.ai/8ed027f5-dafa-4d56-b279-45a83a40c2e3.mp4
https://assets.rapidata.ai/3b5fee17-f627-4892-9eb1-2e91acc083c2.mp4
Dreamina Seedance 2.5
Grok Imagine Video
0.817069
3.079215
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1.364227
2.499705
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Grok Imagine Video 1.5
2.565896
1.380916
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3.237455
0.536812
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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https://huggingface.co/d…jHab9Poh5afo.gif
https://assets.rapidata.ai/8ed027f5-dafa-4d56-b279-45a83a40c2e3.mp4
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Dreamina Seedance 2.5
HappyHorse 1.0
1.489385
2.920658
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1.756608
2.125892
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jGRpX1Up6t9h.gif
https://huggingface.co/d…jHFfQTAzsM3F.gif
https://assets.rapidata.ai/8ed027f5-dafa-4d56-b279-45a83a40c2e3.mp4
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Dreamina Seedance 2.5
Kling 2.6 Pro
1.391994
2.767113
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2.538312
1.223307
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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https://huggingface.co/d…jHABfKgy96iZ.gif
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Dreamina Seedance 2.5
Kling 3.0 Pro
2.520205
1.621528
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2.00582
1.928577
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
MiniMax H3
0
4.087711
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2.879021
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Pixverse V5.6
1.789002
1.779343
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1.464386
2.602223
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Seedance V1.5 Pro
2.702715
1.460644
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Veo 3.1
2.081795
2.245214
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1.925448
2.236321
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Veo 3.1 Fast
2.784069
1.168239
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2.598938
1.171612
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Vidu Q3 Pro
0.681427
3.618397
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2.580471
1.352463
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Wan 2.5 Preview
2.187264
2.210756
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0.505334
3.544858
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Wan 2.6
3.984853
0
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0.522828
3.204651
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
Wan 2.7
1.497423
2.275388
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0
4.120878
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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https://huggingface.co/d…jH2cXsYeytdv.gif
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Dreamina Seedance 2.5
Wan 3.0
2.724546
1.271208
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2.630942
1.349756
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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https://huggingface.co/d…nRjx7CtEpfVY.gif
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https://assets.rapidata.ai/a45370fd-ec82-4c52-8ada-f05cb0327c63.mp4
Dreamina Seedance 2.5
AlayaWorld
2.946252
1.398554
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3.127058
0.559982
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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https://huggingface.co/d…nRm8SCkBVhkz.gif
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Dreamina Seedance 2.5
Cosmos 2.5
2.329257
1.873527
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2.199317
1.225943
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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https://huggingface.co/d…nRnylTRn6uva.gif
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Dreamina Seedance 2.5
Cosmos 3 Nano
1.412893
3.02542
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3.435166
0.701968
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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https://huggingface.co/d…nRpt6t56kUZG.gif
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https://assets.rapidata.ai/b9b9becc-027c-404b-9f88-7ca25f1e3347.mp4
Dreamina Seedance 2.5
Dream-X-World
3.158205
0.825256
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3.839214
0.587027
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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Dreamina Seedance 2.5
SANA-WM
4.179704
0
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3.100247
0.589728
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
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FLUX 3 Max
FLUX 3 Video
2.037466
2.030623
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1.293805
2.745817
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jGQ7wkKLEfl8.gif
https://huggingface.co/d…jGjEy5LSZgw7.gif
https://assets.rapidata.ai/4745898f-da1b-4dc2-a330-c9c6e38a8fe5.mp4
https://assets.rapidata.ai/7d4456dd-ff91-4cf9-8a79-e54f9076b12e.mp4
FLUX 3 Max
Gemini Omni 1.1 Flash
1.301568
2.743313
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2.993493
0.760235
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Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jGQ7wkKLEfl8.gif
https://huggingface.co/d…jGZXTQKQVCM7.gif
https://assets.rapidata.ai/4745898f-da1b-4dc2-a330-c9c6e38a8fe5.mp4
https://assets.rapidata.ai/e611714c-bb3c-4a10-8415-68d37647a92b.mp4
FLUX 3 Max
Gemini Omni Flash
1.315263
3.007986
[{"country":"ES","language":"es","gender":"","ageBucket":"","occupation":"","userScore":0.5660422,"votedFor":"A","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"CL","language":"es","gender":"Other","ageBucket":"18-29","occupation":"Student","userScore":0.74922055,"votedFor":"A","votedAt":"2026-10-23T11:48:55+00:00"}...
1.623466
2.514525
[{"country":"ES","language":"es","gender":"Female","ageBucket":"30-39","occupation":"Chemists & Materials Scientists","userScore":0.8159762,"votedFor":"A","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"JP","language":"ja","gender":"Male","ageBucket":"50-64","occupation":"Retired","userScore":0.8074899,"votedFor":"A...
Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jGQ7wkKLEfl8.gif
https://huggingface.co/d…jGzl1C06byzv.gif
https://assets.rapidata.ai/4745898f-da1b-4dc2-a330-c9c6e38a8fe5.mp4
https://assets.rapidata.ai/3b5fee17-f627-4892-9eb1-2e91acc083c2.mp4
FLUX 3 Max
Grok Imagine Video
1.959385
1.760375
[{"country":"CI","language":"fr","gender":"","ageBucket":"","occupation":"","userScore":0.49951017,"votedFor":"B","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"PH","language":"en","gender":"","ageBucket":"","occupation":"","userScore":0.6412307,"votedFor":"B","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"CA",...
2.043644
1.824269
[{"country":"ZA","language":"en","gender":"Female","ageBucket":"18-29","occupation":"Not currently working","userScore":0.71057177,"votedFor":"A","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"IQ","language":"ar","gender":"","ageBucket":"","occupation":"","userScore":0.6004185,"votedFor":"A","votedAt":"2026-10-23T1...
Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jGQ7wkKLEfl8.gif
https://huggingface.co/d…jGkjyEPiaUFa.gif
https://assets.rapidata.ai/4745898f-da1b-4dc2-a330-c9c6e38a8fe5.mp4
https://assets.rapidata.ai/272bbaaf-5ea2-4d93-8985-14697fa4d2f0.mp4
FLUX 3 Max
Grok Imagine Video 1.5
2.939443
1.227532
[{"country":"PK","language":"en","gender":"Female","ageBucket":"30-39","occupation":"Prefer not to say","userScore":0.54640275,"votedFor":"B","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"ES","language":"es","gender":"Male","ageBucket":"0-17","occupation":"Student","userScore":0.68112934,"votedFor":"B","votedAt":"...
1.465185
2.699526
[{"country":"ES","language":"es","gender":"Other","ageBucket":"0-17","occupation":"Prefer not to say","userScore":0.8086872,"votedFor":"B","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"EG","language":"ar","gender":"","ageBucket":"","occupation":"","userScore":0.6620666,"votedFor":"B","votedAt":"2026-10-23T11:48:55...
Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jGQ7wkKLEfl8.gif
https://huggingface.co/d…jHab9Poh5afo.gif
https://assets.rapidata.ai/4745898f-da1b-4dc2-a330-c9c6e38a8fe5.mp4
https://assets.rapidata.ai/2a58aa62-40c6-4c06-a22c-c12e75900655.mp4
FLUX 3 Max
HappyHorse 1.0
2.665511
1.243144
[{"country":"PE","language":"es","gender":"","ageBucket":"","occupation":"","userScore":0.55006635,"votedFor":"B","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"JP","language":"ja","gender":"Male","ageBucket":"50-64","occupation":"Services & Public Sector","userScore":0.69307774,"votedFor":"B","votedAt":"2026-10-23...
0.818257
3.383964
[{"country":"PH","language":"en","gender":"Other","ageBucket":"","occupation":"Student","userScore":0.71096313,"votedFor":"B","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"ES","language":"es","gender":"","ageBucket":"65+","occupation":"Working","userScore":0.68441653,"votedFor":"B","votedAt":"2026-10-23T11:48:55+0...
Static locked-off single-shot with fixed frame throughout filmed with constant framerate in real-time. The scene shows a realistic scientific demonstration. The scene only contains the described setup and actions. Two pillows are on a table and two grabber tools are positioned above them. The grabber tools release the ...
https://huggingface.co/d…jGQ7wkKLEfl8.gif
https://huggingface.co/d…jHFfQTAzsM3F.gif
https://assets.rapidata.ai/4745898f-da1b-4dc2-a330-c9c6e38a8fe5.mp4
https://assets.rapidata.ai/02642566-d5ce-44be-b503-eb1037a407ae.mp4
FLUX 3 Max
Kling 2.6 Pro
3.238136
0.572342
[{"country":"ES","language":"es","gender":"Female","ageBucket":"50-64","occupation":"Retired","userScore":0.57234204,"votedFor":"B","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"US","language":"ru","gender":"Female","ageBucket":"18-29","occupation":"Vocational / Trade School","userScore":0.76044893,"votedFor":"A",...
2.981785
0.588303
[{"country":"DZ","language":"fr","gender":"","ageBucket":"18-29","occupation":"Student","userScore":0.5883031,"votedFor":"B","votedAt":"2026-10-23T11:48:55+00:00"},{"country":"ES","language":"es","gender":"Other","ageBucket":"65+","occupation":"Retired","userScore":0.52974164,"votedFor":"A","votedAt":"2026-10-23T11:48:...
End of preview. Expand in Data Studio

Physics-IQ Verified, judged by humans

Built by Rapidata, collected with the Rapidata Python SDK.

To evaluate your own models and create a leaderboard, check out our MRI.

Human pairwise preferences on image-to-video continuations of all 198 Physics-IQ Verified test recordings, for 26 video and world models, asked two ways: blind ("Which video is more realistic?") and with the real recording on screen ("Which one looks more like first video?"). Every clip is also scored with the official Physics-IQ Verified metric, so the human rankings can be compared with it directly.

This is the data behind World Model Physics v2 on benchmark.ai.

At a glance

Head-to-head comparisons (rows) 63,245
Human votes 758,940
Models compared 26
Prompts (recordings) 198
Votes per matchup 6 per question

Setup

Prompts. The full Physics-IQ Verified test set: 66 real physical experiments (solid mechanics 114 recordings, fluid dynamics 45, optics 24, thermodynamics 9, magnetism 6), each filmed from the left, center and right camera, for 198 recordings. Each prompt is the Verified switch frame (the last frame before the physical event) plus the Verified best-practice base description (descriptions/best_practice/descriptions_base.csv), which prefixes every scene description with the same instruction for a static, real-time shot. We use the corrected Verified prompts, not the original Physics-IQ ones, and no per-model prompt templates.

Generation. 21 video models through fal and 5 world models (AlayaWorld, Cosmos 2.5, Cosmos 3 Nano, Dream-X-World, SANA-WM) run outside it. One generation per model per recording, audio off, prompt rewriting off, seed int(id) * 1000 + 1 where the endpoint takes one. Every clip is cut to exactly 5 s at the model's native frame rate, video only, so annotators judge exactly the clip the automated scorer scores. That gives 5,103 clips. Gaps: safety filters refused 6 Veo 3.1 and 5 Veo 3.1 Fast generations (192 and 193 of 198 clips), and three world models cover a subset (Cosmos 3 Nano 186, Cosmos 2.5 177, SANA-WM 197). Missing clips do not enter those models' matchups.

Matchups. Each matchup pairs two models' continuations of the same recording, so scenes and camera angles never mix. Every pair is judged under both questions, 6 votes each. Annotators never see the scene description.

The leaderboards

Leaderboard Question shown to annotators Real recording shown? Prompt shown?
blind Which video is more realistic? No No
referenced Which one looks more like first video? Yes: it plays first, then stays on screen next to the two candidates No

blind measures perceived physical plausibility: does the continuation pass as real footage? referenced measures faithfulness to what actually happened, the property the automated Physics-IQ score targets.

Results

Human ratings on the Elo scale (Bradley-Terry fit on majority-decided matchups, as on benchmark.ai; rank among the 26 models in brackets), next to the official Physics-IQ Verified score on the same clips. Higher is better in every column. The Elo columns refresh on every sync; the Physics-IQ column is fixed.

Model Served via Referenced Blind Physics-IQ Verified
FLUX 3 Max fal 1413 (#1) 1318 (#2) 43.8 (#1)
Dreamina Seedance 2.5 fal 1312 (#2) 1225 (#6) 35.8 (#10)
FLUX 3 Video fal 1288 (#3) 1179 (#9) 41.1 (#3)
Dreamina Seedance 2.0 fal 1254 (#4) 1227 (#5) 36.0 (#8)
MiniMax H3 fal 1233 (#5) 1262 (#4) 38.9 (#4)
Gemini Omni 1.1 Flash fal 1199 (#6) 1352 (#1) 36.0 (#9)
HappyHorse 1.0 fal 1185 (#7) 1084 (#11) 28.4 (#22)
Grok Imagine Video 1.5 fal 1107 (#8) 1217 (#7) 37.8 (#5)
Gemini Omni Flash fal 1105 (#9) 1275 (#3) 35.2 (#13)
Kling 2.6 Pro fal 1094 (#10) 1006 (#16) 37.1 (#6)
Wan 2.7 fal 1092 (#11) 968 (#18) 41.1 (#2)
Wan 2.6 fal 1064 (#12) 984 (#17) 35.7 (#11)
Wan 3.0 fal 1045 (#13) 1209 (#8) 36.1 (#7)
Kling 3.0 Pro fal 1032 (#14) 1079 (#12) 35.7 (#12)
Wan 2.5 Preview fal 1000 (#15) 925 (#19) 34.5 (#14)
Veo 3.1 Fast fal 992 (#16) 1027 (#14) 33.4 (#17)
Grok Imagine Video fal 971 (#17) 1126 (#10) 34.0 (#16)
Vidu Q3 Pro fal 958 (#18) 1028 (#13) 25.7 (#23)
Veo 3.1 fal 951 (#19) 1020 (#15) 32.8 (#18)
Pixverse V5.6 fal 923 (#20) 907 (#20) 34.3 (#15)
Cosmos 3 Nano world model 805 (#21) 793 (#21) 30.4 (#20)
AlayaWorld world model 752 (#22) 446 (#25) 30.1 (#21)
Cosmos 2.5 world model 706 (#23) 706 (#22) 31.3 (#19)
Seedance V1.5 Pro fal 574 (#24) 705 (#23) 22.0 (#24)
SANA-WM world model 522 (#25) 376 (#26) 21.7 (#25)
Dream-X-World world model 423 (#26) 560 (#24) 17.6 (#26)

For reference, a second real take of the same experiment scores 99.6 at 30 fps, 95.5 at 24 fps and 91.4 at 16 fps, and the first frame held still for 5 s scores 28.2.

Agreement with Physics-IQ Verified

Scored with the official scorer (google-deepmind/physics-IQ-benchmark @ d3f3de1) against the Verified ground truth (Anates-Labs-Research/Physics-IQ-Verified @ b65f567d); our scores equal the official CLI's output.

  • Model level. Spearman correlation between human Elo and Physics-IQ Verified is 0.81 for referenced and 0.66 for blind.
  • Matchup level. The clip with the higher Physics-IQ Verified score wins the referenced vote 71% of the time (85% when the two scores are at least 20 points apart) and the blind vote 62% (chance is 50%).
  • Which part of the metric agrees. Almost all of the agreement comes from where things move:
Physics-IQ component (Spearman with human Elo, 26 models) Referenced Blind
Spatial IoU 0.89 0.86
Weighted spatial IoU 0.88 0.79
Spatiotemporal IoU 0.26 −0.04
MSE 0.19 0.16
Physics-IQ Verified score 0.81 0.66

With 26 models a correlation has to exceed about 0.39 to be significant at p < 0.05.

  • A frozen frame is competitive. The first frame held still for 5 s scores 28.2, above 4 of the 26 models (Vidu Q3 Pro, Seedance V1.5 Pro, SANA-WM, Dream-X-World). Wherever the real scene is still, nothing moving is a perfect match.
  • Different is not wrong. Every component compares against the one recording, so any other outcome loses points however plausible it is (a hand opening a tap nobody opens in the recording). Blind raters judge against the space of plausible outcomes instead. The referenced ranking, which gives people the same single reference, agrees with the metric far more. The blog post walks through eight examples.

Caveats

  • One run per model. The official Physics-IQ leaderboard averages 4 generations per recording; this dataset has 1, so per-model Physics-IQ scores are noisier than published ones.
  • fal-served Seedance 2.x reframes the start image by about 6%, which lowers its Physics-IQ score (Seedance 2.0: 35.8 here against a published 42.4) without making the physics worse to a human eye.
  • Frame rate caps the metric. Physics-IQ compares motion frame by frame, so 16 fps models (Cosmos 2.5, Dream-X-World, SANA-WM) have a lower reachable ceiling: 91.4 at 16 fps against 99.6 at 30 fps for a second real take.
  • 36 of the 198 recordings have identical take-1 and take-2 files in the dataset. With no take-to-take variation to normalise against, the MSE component is 0 for almost every model on those recordings.

Dataset structure

One row per head-to-head comparison of two samples generated from the same prompt.

Column Type Meaning
prompt string The prompt the two compared samples were generated from.
video1_preview string Low-resolution GIF of video1, so the dataset viewer can preview it; set on the first 100 rows only.
video2_preview string Low-resolution GIF of video2, so the dataset viewer can preview it; set on the first 100 rows only.
video1 string Compared video 1: public URL of the video.
video2 string Compared video 2: public URL of the video.
model1 string Name of the model that produced video1.
model2 string Name of the model that produced video2.
weighted_results_video1_blind float32 Sum of the userScore weights of the votes for video1 on the blind leaderboard.
weighted_results_video2_blind float32 Sum of the userScore weights of the votes for video2 on the blind leaderboard.
detailed_results_blind string Every vote on the blind leaderboard as a JSON array; votedFor is A for side 1 and B for side 2.
weighted_results_video1_referenced float32 Sum of the userScore weights of the votes for video1 on the referenced leaderboard.
weighted_results_video2_referenced float32 Sum of the userScore weights of the votes for video2 on the referenced leaderboard.
detailed_results_referenced string Every vote on the referenced leaderboard as a JSON array; votedFor is A for side 1 and B for side 2.

The weighted_results_* pair is a userScore-weighted vote sum per side, not a probability: the two values of a row do not sum to 1. Divide by their sum for a normalised win share.

The rows do not carry the recording identifier or camera angle. The three angles of a scenario share one prompt text, so prompt takes 65 distinct values; matchups still never mix angles.

Usage

import json
from datasets import load_dataset

ds = load_dataset("Rapidata/physics-iq-verified", split="train")

row = ds[0]
votes = json.loads(row["detailed_results_referenced"])
video1_votes = sum(v["votedFor"] == "A" for v in votes)
w1, w2 = row["weighted_results_video1_referenced"], row["weighted_results_video2_referenced"]
print(row["model1"], "vs", row["model2"], f"{video1_votes}/{len(votes)} votes for video1, weighted share {w1 / (w1 + w2):.2f}")

License

Released under CC BY 4.0. The prompts are taken from Physics-IQ Verified and Physics-IQ, both CC BY 4.0 (Physics-IQ code: Apache 2.0); cite them as below when you use this data. The videos were generated by the listed models; their providers' terms may also apply to the clips.

Citation

@misc{rapidata2026physicsiqverifiedhumans,
  title        = {World Model Physics v2: Physics-IQ Verified Judged by Humans},
  author       = {{Rapidata}},
  year         = {2026},
  howpublished = {\url{https://huggingface.co/datasets/Rapidata/physics-iq-verified}}
}

@article{radsch2026verified,
  author  = {Rädsch, Tim and Asano, Yuki M. and Kuehne, Hilde and Bauer, Stefan and Jaini, Priyank and Geirhos, Robert and Lüth, Carsten T.},
  title   = {Physics-IQ Verified},
  journal = {arXiv preprint arXiv:2606.18943},
  year    = {2026}
}

@inproceedings{motamed2026physics,
  title     = {Do generative video models understand physical principles?},
  author    = {Saman Motamed and Laura Culp and Kevin Swersky and Priyank Jaini and Robert Geirhos},
  booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
  pages     = {948--958},
  year      = {2026}
}

About Rapidata

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