MapCoder: Multi-Agent Code Generation for Competitive Problem Solving

Benchmark Model Rank Results
code-generation-on-appsMapCoder APPS-150-cherrypicked (GPT-4)#16Introductory Pass@1: 1.30%Interview Pass@1: 0.70%
code-generation-on-codecontestsMapCoder (GPT-4)#3Test Set pass@1: 28.5Test Set pass@5: 35.2Val Set pass@1: 28.5
code-generation-on-humanevalMistral 7B#9Pass@1: 93.9
code-generation-on-mbppo1-mini + MapCoder (Hamming.ai)#2Accuracy: 93.2
code-generation-on-mbppMapCoder (GPT-4o)#7Accuracy: 89.7
code-generation-on-mbppMapCoder (GPT-4)#11Accuracy: 83.1