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11Avg@8 AccuracyMAS-Orchestra
0.343.10755.8758.6425Jan 21, 2026

Evaluation results

MethodLinks
MAS-OrchestraOrchestration Type=Training-time Orchestration, Orchestrator LLM=Qwen-7b, Sub-agent Backbone=GPT-120b (low)2026.0111
SearchAgentOrchestration Type=Standalone Agent, Sub-agent Backbone=GPT-120b (low)2026.018.56
ToolOrchestraOrchestration Type=Public Training-time Orchestration, Sub-agent Backbone=GPT-120b (low)2026.011.38
CoTAgentOrchestration Type=Standalone Agent, Sub-agent Backbone=GPT-120b (low)2026.011.12
ReflexionAgentOrchestration Type=Standalone Agent, Sub-agent Backbone=GPT-120b (low)2026.011
DebateAgentOrchestration Type=Standalone Agent, Sub-agent Backbone=GPT-120b (low)2026.010.81
SCAgentOrchestration Type=Standalone Agent, Sub-agent Backbone=GPT-120b (low)2026.010.75