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Math Reasoning on MATH500 (avg@16, pass@16)

94.8Pass@16KPO-clipped
89.690.9592.393.65Sep 27, 2025Oct 19, 2025Nov 11, 2025Dec 4, 2025Dec 27, 2025Jan 19, 2026Feb 11, 2026

Evaluation results

MethodLinks
KPO-clippedClipping strategy=clipped, Number of candidate solutions=162026.0294.889.42
GSPONumber of candidate solutions=162026.029487.41
GMPONumber of candidate solutions=162026.0293.486.62
KPO-unclippedClipping strategy=unclipped, Number of candidate solutions=162026.029388.24
GEB-1/πBackbone=Qwen2.5-7B2025.0993—
GRPONumber of candidate solutions=162026.0292.885.66
GEB-πBackbone=Qwen2.5-7B2025.0992.8—
GEB-arctanhπBackbone=Qwen2.5-7B2025.0992.8—
DPOBackbone=Qwen2.5-7B2025.0989.8—