Model,Total_Sessions,Sessions_With_Error,Error_Rate(%),Sessions_With_Retry,Retry_Rate(%),Total_Retry_Attempts,Max_Retry_Number DeepSeek-R1,100,4,4.00,4,4.00,5,2 DeepSeek-V3-1,100,2,2.00,2,2.00,2,1 GPT-4o-mini,100,0,0.00,0,0.00,0,0 GPT-5,100,0,0.00,0,0.00,0,0 Gemini-2.5-flash,100,9,9.00,9,9.00,10,2 Gemini-2.5-flash-nothinking,100,12,12.00,12,12.00,12,1 Qwen3-235b,100,0,0.00,0,0.00,0,0