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Reasoning on MathArena Apex (test)

0.3542AccuracyEmpirical-MCTS
-0.008760.085470.17970.27393Feb 4, 2026

Evaluation results

MethodLinks
Empirical-MCTSBase Model=Gemini 3 Flash2026.020.35425.24
Gemini 3 Pro2026.020.23443.4
Gemini 3 Flash2026.020.19791.51
GPT-5.2 (High)2026.020.135412
Grok 4 Fast (Reasoning)2026.020.05210.16
Grok 42026.020.02086.21
Claude Sonnet 4.52026.020.01564.56
GPT-5.1 (High)2026.020.01046.58
DeepSeek-R1-05282026.020.01040.98
Gemini 2.5 Pro2026.020.00523.74