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Mathematical Reasoning on MATH (Exact Match)

76.8Exact MatchDarkForest
25.21638.6085265.392May 24, 2026

Evaluation results

MethodLinks
DarkForestModels=Qwen2.5-7B-Instruct, Qwen2.5-Coder-7B-Instruct, Mathstral-7B-v0.12026.0576.8
Self-ConsistencyModels=Qwen2.5-7B-Instruct, Qwen2.5-Coder-7B-Instruct, Mathstral-7B-v0.12026.0571.8
Graph-of-Agent (Mean)Models=Qwen2.5-7B-Instruct, Qwen2.5-Coder-7B-Instruct, Mathstral-7B-v0.12026.0571.4
Mixture-of-AgentModels=Qwen2.5-7B-Instruct, Qwen2.5-Coder-7B-Instruct, Mathstral-7B-v0.12026.0567
Graph-of-Agent (Max)Models=Qwen2.5-7B-Instruct, Qwen2.5-Coder-7B-Instruct, Mathstral-7B-v0.12026.0561.4
DebateModels=Qwen2.5-7B-Instruct, Qwen2.5-Coder-7B-Instruct, Mathstral-7B-v0.12026.0557.4
RefineModels=Qwen2.5-7B-Instruct, Qwen2.5-Coder-7B-Instruct, Mathstral-7B-v0.12026.0551.6
ReConcileModels=Qwen2.5-7B-Instruct, Qwen2.5-Coder-7B-Instruct, Mathstral-7B-v0.12026.0527.2