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Mathematical Reasoning on AIME 25 (Accuracy (Avg@8))

75.7Accuracy (Avg@8)CERL full
65.09267.84670.673.354May 22, 2026

Evaluation results

MethodLinks
CERL fullTraining=SFT+RL2026.0575.7
HaloTraining=SFT+RL2026.0573.2
Fixed-ratio erasure + free answerTraining=None2026.0572.2
Base Qwen3-14BTraining=N/A2026.0570.5
Length-penalty RLTraining=RL2026.0569.4
TokenSkip†Training=SFT2026.0565.5