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Code Generation on CoopHE (test)

75.2Pass RateCoLLM-CC
22.99236.54650.163.654Jan 29, 2026

Evaluation results

MethodLinks
CoLLM-CCResponse time (seconds)=2.6, Cost (tokens/agent/turn)=1662026.0175.2
MAGRPOResponse time (seconds)=2.3, Cost (tokens/agent/turn)=1322026.0174.3
ACResponse time (seconds)=2.5, Cost (tokens/agent/turn)=912026.0162.5
PipelineResponse time (seconds)=2.6, Cost (tokens/agent/turn)=1772026.0162.5
GRPOResponse time (seconds)=2.5, Cost (tokens/agent/turn)=882026.0161.8
CoLLM-DCResponse time (seconds)=2.5, Cost (tokens/agent/turn)=1612026.0159.1
Raw ModelResponse time (seconds)=2.5, Cost (tokens/agent/turn)=902026.0156.3
ParallelResponse time (seconds)=2.3, Cost (tokens/agent/turn)=1382026.0150
DiscussionResponse time (seconds)=2.9, Cost (tokens/agent/turn)=1912026.0125