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Training Cost on HumanEval++

0.12Training Cost (USD)MASRouter
-1.02086.679614.3822.0804Feb 23, 2026

Evaluation results

MethodLinks
MASRouter2026.020.12
HieraMAScommunication_rounds=12026.020.53
MASRouter2026.020.54
GDesignercommunication_rounds=3, model_selection=strongest model for all agents2026.021.33
HieraMASLLM Selection=Cost-aware rewards, Optimization=Two-stage algorithm with graph classifier training2026.021.55
GDesignerModel selection=Defaults to GPT-5-Mini for all agents2026.021.95
AFlowOptimization=Monte Carlo Tree Search, Base model=Claude 3.5-Sonnet2026.0228.64