From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Benchmark Model Rank Results
code-generation-on-humanevalDeepSeek-Coder-V2-Lite (MGDebugger)#7Pass@1: 94.5
code-generation-on-mbppMGDebugger (DeepSeek-V3-0324)#3Accuracy: 92.4
code-generation-on-mbppMGDebugger (CodeQwen1.5)#14Accuracy: 80.8