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ResearchFormerly WizWand

Mathematical Reasoning on MATH500 (Accuracy @avg1)

81.6Accuracy (@avg1)LESS
52.27259.88667.575.114Nov 30, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LESSBackbone=Qwen2.5-Math-7B2025.1181.6
GRPOBackbone=Qwen2.5-Math-7B2025.1179.8
KL-CovBackbone=Qwen2.5-Math-7B2025.1178.6
LESSBackbone=Qwen2.5-Base-7B2025.1178.6
Forking TokensBackbone=Qwen2.5-Math-7B2025.1178.2
Forking TokensBackbone=Qwen2.5-Base-7B2025.1177.8
KL-CovBackbone=Qwen2.5-Base-7B2025.1177
GRPOBackbone=Qwen2.5-Base-7B2025.1176.8
KL-CovBackbone=Qwen2.5-Math-1.5B2025.1175.8
Forking TokensBackbone=Qwen2.5-Math-1.5B2025.1175.6
LESSBackbone=Qwen2.5-Math-1.5B2025.1175.2
GRPOBackbone=Qwen2.5-Math-1.5B2025.1174.8
Base LLMBackbone=Qwen2.5-Math-1.5B2025.1158.6
Base LLMBackbone=Qwen2.5-Math-7B2025.1158.6
Base LLMBackbone=Qwen2.5-Base-7B2025.1153.4