GitHub - Codium-ai/AlphaCodium: Official implementation for the paper: "Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering""

Tal Ridnik, Dedy Kredo, and Itamar Friedman from CodiumAI have updated the AlphaCodium leaderboard with scores from new GPT models like Claude3 Opus. "GPT-4o" is currently the leading model on AlphaCodium, which focuses on improving large language models (LLMs) for code generation tasks. The proposed AlphaCodium flow is a test-based, multi-stage, code-oriented iterative approach that enhances LLMs' performance on code problems, such as those in the CodeContests dataset. By following specific steps outlined in the project setup, developers can improve LLM accuracy significantly. The project is not limited to a specific programming language and aims to enhance general code generation tasks. Various technical questions regarding the project are addressed, emphasizing the language agnostic nature of the proposed flow. The project details include steps for setup, configuration, and handling custom problems, promoting the application of the AlphaCodium flow to diverse code generation challenges. The work emphasizes principles and best practices with potential broad applicability beyond the specific dataset used in the research.