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Mathematical Reasoning on AIME25 (Accuracy %)

84.17AccuracyParaManager
19.1736.04552.9269.795Apr 18, 2026

Evaluation results

MethodLinks
ParaManagerBackbone=ParaManager-4B, Orchestration Strategy=Unified, Sampling Protocol (mean@8)=true2026.0484.17
GPT-OSS-20BOrchestration Strategy=Majority Vote, Sampling Protocol (mean@8)=true2026.0480
GPT-OSS-20BOrchestration Strategy=Self Refine, Sampling Protocol (mean@8)=true2026.0479.17
EvoFlowOrchestration Strategy=Static Workflow, Sampling Protocol (mean@8)=true2026.0479.17
ToolOrchestraOrchestration Strategy=Serial Orchestration, Sampling Protocol (mean@8)=true2026.0479.17
ParaManager-SerialBackbone=ParaManager-4B, Orchestration Strategy=Serial, Sampling Protocol (mean@8)=true2026.0476.67
Meta Agent SearchBackbone=Qwen3-30B-A3B-Instruct-2507, Orchestration Strategy=Static Workflow, Sampling Protocol (mean@8)=true2026.0472.92
RouterOrchestration Strategy=Static Workflow, Sampling Protocol (mean@8)=true2026.0471.25
GPT-OSS-20BOrchestration Strategy=Base, Sampling Protocol (mean@8)=true2026.0470.42
GPT-OSS-20BOrchestration Strategy=Base+Tool, Sampling Protocol (mean@8)=true2026.0470.42
PuppeteerOrchestration Strategy=Serial Orchestration, Sampling Protocol (mean@8)=true2026.0470
ParaManager-MonoBackbone=ParaManager-4B, Orchestration Strategy=Mono, Sampling Protocol (mean@8)=true2026.0470
Qwen3-30B A3B-Instruct-2507Orchestration Strategy=Self Refine, Sampling Protocol (mean@8)=true2026.0467.5
Qwen3-30B A3B-Instruct-2507Orchestration Strategy=Majority Vote, Sampling Protocol (mean@8)=true2026.0466.67
ParaManager-SFTBackbone=ParaManager-4B, Orchestration Strategy=SFT, Sampling Protocol (mean@8)=true2026.0466.67
Qwen3-30B A3B-Instruct-2507Orchestration Strategy=Base, Sampling Protocol (mean@8)=true2026.0463.33
Qwen3-4B Instruct-2507Orchestration Strategy=Self Refine, Sampling Protocol (mean@8)=true2026.0460
Qwen3-30B A3B-Instruct-2507Orchestration Strategy=Base+Tool, Sampling Protocol (mean@8)=true2026.0458.33
Qwen3-4B Instruct-2507Orchestration Strategy=Majority Vote, Sampling Protocol (mean@8)=true2026.0456.67
Qwen3-4B Instruct-2507Orchestration Strategy=Base+Tool, Sampling Protocol (mean@8)=true2026.0452.5
Qwen3-4B Instruct-2507Orchestration Strategy=Base, Sampling Protocol (mean@8)=true2026.0451.67
Qwen3-Coder 30B-A3B-InstructOrchestration Strategy=Base+Tool, Sampling Protocol (mean@8)=true2026.0433.33
Qwen3-Coder 30B-A3B-InstructOrchestration Strategy=Majority Vote, Sampling Protocol (mean@8)=true2026.0426.67
Qwen3-Coder 30B-A3B-InstructOrchestration Strategy=Self Refine, Sampling Protocol (mean@8)=true2026.0426.67
Qwen3-Coder 30B-A3B-InstructOrchestration Strategy=Base, Sampling Protocol (mean@8)=true2026.0421.67