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-R1,60,14,23.33,39,65.00,14,23.33,2,37,61.67,25,12,16,149,72,77,2 DeepSeek-V3-1,60,0,0.00,23,38.33,0,0.00,0,23,38.33,23,0,0,60,30,30,0 GPT-4o-mini,60,1,1.67,40,66.67,1,1.67,0,40,66.67,39,1,1,173,86,87,1 GPT-5,60,0,0.00,27,45.00,0,0.00,0,27,45.00,27,0,0,104,52,52,0 Gemini-2.5-flash,60,0,0.00,9,15.00,0,0.00,0,9,15.00,9,0,0,20,10,10,0 Gemini-2.5-flash-nothinking,60,0,0.00,5,8.33,0,0.00,0,5,8.33,5,0,0,10,5,5,0 Qwen3-235b,60,0,0.00,25,41.67,0,0.00,0,25,41.67,25,0,0,82,41,41,0