Model,Total_Sessions,Sessions_With_Error,Error_Rate(%),Sessions_With_Retry,Retry_Rate(%),Orchestrator_Retry_Sessions,Orchestrator_Retry_Rate(%),Only_Orchestrator_Retry_Sessions,Business_Retry_Sessions,Business_Retry_Rate(%),Only_Business_Retry_Sessions,Both_Retries_Sessions,Total_Orchestrator_Retries,Total_Business_Retries,Total_Generator_Retries,Total_Reviewer_Retries,Max_Retry_Number DeepSeek-R1,60,7,11.67,33,55.00,7,11.67,2,31,51.67,26,5,8,110,56,54,2 DeepSeek-V3-1,60,0,0.00,11,18.33,0,0.00,0,11,18.33,11,0,0,22,11,11,0 GPT-4o-mini,60,0,0.00,9,15.00,0,0.00,0,9,15.00,9,0,0,24,12,12,0 GPT-5,60,0,0.00,5,8.33,0,0.00,0,5,8.33,5,0,0,12,6,6,0 Gemini-2.5-flash,60,0,0.00,25,41.67,0,0.00,0,25,41.67,25,0,0,68,34,34,0 Gemini-2.5-flash-nothinking,60,0,0.00,15,25.00,0,0.00,0,15,25.00,15,0,0,40,20,20,0 Qwen3-235b,60,0,0.00,25,41.67,0,0.00,0,25,41.67,25,0,0,92,46,46,0