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Multimodal Reasoning on HLE

48.8Accuracy

CoT2-Meta

Updated 12d ago

Evaluation Results

Method	Links
CoT2-Meta 2026.03		48.8
ReST-MCTS* 2026.03		44.5
Vanilla ToT 2026.03		42.1
Best-of-16 2026.03		38.4
Pass@K (Oracle) 2025.08		34.5
Greedy CoT 2026.03		32.5
Pass@K (Oracle) 2025.08		31.58
Pass@K (Oracle) 2025.08		26.61
Pass@K (Oracle) 2025.08		23.1
Pass@K (Oracle) 2025.08		16.67
Pass@K (Oracle) 2025.08		14.62
VRPRM 2025.08		14.04
Major@K (Baseline) 2025.08		13.74
Major@K (Baseline) 2025.08		13.45
VRPRM 2025.08		13.45
Major@K (Baseline) 2025.08		12.87
Major@K (Baseline) 2025.08		12.28
VRPRM 2025.08		11.99
Major@K (Baseline) 2025.08		11.4
VRPRM 2025.08		11.4
VRPRM 2025.08		11.4
Pass@K (Oracle) 2025.08		11.11
Major@K (Baseline) 2025.08		11.11
Major@K (Baseline) 2025.08		11.11
VisualPRM-8B 2025.08		11.11
VRPRM 2025.08		11.11
VRPRM 2025.08		11.11
VisualPRM-8B 2025.08		10.82
VisualPRM-8B 2025.08		10.82
VisualPRM-8B 2025.08		10.82
VisualPRM-8B 2025.08		10.53
VisualPRM-8B 2025.08		10.53
VisualPRM-8B 2025.08		10.23