Physical Plausibility Verification on PhysicsIQ MAGI-1 24B V2V (N=16) benchmark leaderboard · SOTA2 Research

Physical Plausibility Verification on PhysicsIQ MAGI-1 24B V2V (N=16)

52.2Spatial IoUOracle (Upper bound)

Evaluation Results

Method	Links
Oracle (Upper bound)2026.06		52.2	36.3	39.3	0.002	72.9
GEOPHYS2026.06		47.2	33.6	34.6	0.003	64.5
WMReward2026.06		43	31.4	31.2	0.003	62.29
Qwen3-VL2026.06		41.5	28.2	29.1	0.003	55.1
Baseline2026.06		41.3	26.5	28.8	0.003	50.01
Qwen2.5-VL2026.06		40.1	23.8	27.3	0.003	50.6
VideoMAE2026.06		39.7	27	27.6	0.003	52.6