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ResearchFormerly WizWand

Detecting physically implausible events on IntPhys2

1Permanence (Fixed) Win RateHuman

Evaluation results

Method	Links
Human2026.02		1	0.9926	0.9711	0.9044	0.9904	0.9444	0.9615	0.9521
3DSPA2026.02		0.7692	0.75	0.7308	0.7647	0.6731	0.6912	0.7077	0.6447
3DSPA2026.02		0.6538	0.6029	0.4615	0.6618	0.5	0.5882	0.3846	0.3936
Gemini-2.5 Flash2026.02		0.6442	0.5882	0.5962	0.6397	0.5481	0.5515	0.5577	0.5638
VideoMAEv2-g2026.02		0.6346	0.5	0.5481	0.5369	0.6538	0.5441	0.4808	0.5957
V-JEPA 2-h2026.02		0.6346	0.6765	0.5192	0.5638	0.5	0.5735	0.5	0.5213
3DSPA2026.02		0.6154	0.7647	0.75	0.7308	0.7885	0.7353	0.6923	0.5957
GPT-4o2026.02		0.5962	0.5882	0.5865	0.5956	0.5481	0.5735	0.5673	0.5532
V-JEPA-h+RoPE2026.02		0.5962	0.5735	0.5577	0.5872	0.5769	0.75	0.4615	0.5851
Gemini-1.5 Pro2026.02		0.5577	0.5588	0.5673	0.5673	0.548	0.548	0.5673	0.5673
Qwen-VL 2.52026.02		0.5385	0.5441	0.5673	0.5368	0.5288	0.5441	0.5096	0.5106
Cosmos-4B2026.02		0.5192	0.4118	0.5096	0.4832	0.5385	0.5	0.4808	0.5532
3DSPA2026.02		0.4423	0.5	0.5481	0.5882	0.5385	0.4853	0.4615	0.5213