How Does Naming Affect LLMs on Code Analysis Tasks?

Benchmark Model Rank Results
code-generation-on-mbppBard (PaLM 2/chat-bison-001)–Accuracy: 76.2
code-generation-on-mbppClaude–Accuracy: 71.4
code-generation-on-mbppGPT-3.5 Turbo (ChatGPT)–Accuracy: 83.2
code-generation-on-mbppGPT-4 (Bing Chat)–Accuracy: 82
code-generation-on-mbppGPT-4 (ChatGPT Plus)–Accuracy: 87.5