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Mathematical Reasoning on Pooled 5-benchmark set

54.44AccuracyLEAD
44.19646.855549.51552.1745May 10, 2026

Evaluation results

MethodLinks
LEADBackbone=DeepSeek-R1-Distill-Qwen-1.5B, Max Response Length=8K2026.0554.445,6200.54
BaseBackbone=DeepSeek-R1-Distill-Qwen-1.5B, Max Response Length=8K2026.0551.859,213—
DRPOBackbone=DeepSeek-R1-Distill-Qwen-1.5B, Max Response Length=8K2026.0551.344,6350.4
GDPOBackbone=DeepSeek-R1-Distill-Qwen-1.5B, Max Response Length=8K2026.0551.273,2520.53
GRPOBackbone=DeepSeek-R1-Distill-Qwen-1.5B, Max Response Length=8K2026.0550.033,0070.32
ShorterBetterBackbone=DeepSeek-R1-Distill-Qwen-1.5B, Max Response Length=8K2026.0544.592,7130.69