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ResearchFormerly WizWand

Mathematical Reasoning on Combined Mathematical Reasoning Benchmarks

75.81Average AccuracySRaR
19.015633.760348.50563.2497May 12, 2026May 13, 2026May 14, 2026May 15, 2026May 16, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SRaRModel Size=32B2026.0575.81
RaRModel Size=32B2026.0573.06
SRaRModel Size=8B2026.0572.53
DAPOModel Size=32B2026.0572.31
RaRModel Size=8B2026.0568.96
RGR-GRPOModel Size=32B2026.0567.73
DAPOModel Size=8B2026.0567.26
RGR-GRPOModel Size=8B2026.0563.24
GRPO-VPSModel Size=8B2026.0561.68
GRPOModel Size=32B2026.0561.65
GRPO-VPSModel Size=32B2026.0561.4
GRPOModel Size=8B2026.0558.54
BaselineModel Size=32B2026.0554.63
BaselineModel Size=8B2026.0553.4
OPEFOBackbone=Qwen2.5-Math-7B2026.0552.4
OPEFOBackbone=Qwen3-Base-4B2026.0551.9
Clip–CovBackbone=Qwen2.5-Math-7B2026.0550.7
KL–CovBackbone=Qwen2.5-Math-7B2026.0550.5
GRPO (Strict on-policy)Backbone=Qwen2.5-Math-7B2026.0550.1
GRPO (Strict on-policy)Backbone=Qwen3-Base-4B2026.0550.1
Clip-higherBackbone=Qwen2.5-Math-7B2026.0549.8
KL–CovBackbone=Qwen3-Base-4B2026.0549.2
Clip-higherBackbone=Qwen3-Base-4B2026.0549.1
Clip–CovBackbone=Qwen3-Base-4B2026.0548.9
Entropy-RegBackbone=Qwen3-Base-4B2026.0548
Entropy-RegBackbone=Qwen2.5-Math-7B2026.0547.8
GRPOBackbone=Qwen2.5-Math-7B2026.0545.5
GRPOBackbone=Qwen3-Base-4B2026.0544.8
Qwen3-Base-4BBackbone=Qwen3-Base-4B2026.0536.4
Qwen2.5-Math-7BBackbone=Qwen2.5-Math-7B2026.0521.2