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Mathematical Reasoning on AIME 25 (Avg@8 accuracy)

61.25AIME 25 Avg@8 AccuracyMAS-Orchestra
9.2522.7536.2549.75Jan 21, 2026

Evaluation results

MethodLinks
MAS-OrchestraOrchestration Type=Training-time Orchestration, Orchestrator LLM=Qwen-7b, Sub-agent Backbone=GPT-120b (low)2026.0161.25
DebateAgentOrchestration Type=Standalone Agent, Sub-agent Backbone=GPT-120b (low)2026.0157.5
AFlowOrchestration Type=Inference-time Orchestration, Orchestrator LLM=Qwen-7b, Sub-agent Backbone=GPT-120b (low)2026.0153.33
SCAgentOrchestration Type=Standalone Agent, Sub-agent Backbone=GPT-120b (low)2026.0151.67
ReflexionAgentOrchestration Type=Standalone Agent, Sub-agent Backbone=GPT-120b (low)2026.0150.42
CoTAgentOrchestration Type=Standalone Agent, Sub-agent Backbone=GPT-120b (low)2026.0145
MAS-GPTOrchestration Type=Public Training-time Orchestration, Sub-agent Backbone=GPT-120b (low)2026.0143.33
MaASOrchestration Type=Inference-time Orchestration, Orchestrator LLM=Qwen-7b, Sub-agent Backbone=GPT-120b (low)2026.0140.83
ToolOrchestraOrchestration Type=Public Training-time Orchestration, Sub-agent Backbone=GPT-120b (low)2026.0111.25