Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering
Paper |
Dataset
Official Implementation
Tal Ridnik, Dedy Kredo, Itamar Friedman
CodiumAI
News 2024-17-05
Updated AlphaCodium leaderboard with scores of new GPT models, and Claude3 Opus. "GPT-4o" Is currently the leading model on AlphaCodium.

Table of Contents
Abstract
Code generation problems differ from common natural language problems - they require matching the exact syntax of the target language, identifying happy paths and edge cases, paying attention to numerous small details in the problem spec, and addressing other code-specific issues and requirements. Hence, many of the optimizations and tricks that have been successful in natural language generation may not be effective for code tasks.