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🧠 AI🟢 BullishImportance 6/10
RepoRepair: Leveraging Code Documentation for Repository-Level Automated Program Repair
🤖AI Summary
RepoRepair is a new AI-powered automated program repair system that uses hierarchical code documentation to fix bugs across entire software repositories. The system achieves a 45.7% repair rate on SWE-bench Lite at $0.44 per fix by leveraging LLMs like DeepSeek-V3 and Claude-4 for fault localization and code repair.
Key Takeaways
- →RepoRepair introduces a documentation-enhanced approach for repository-level automated program repair using LLMs
- →The system generates hierarchical code documentation to help LLMs understand repository-level context and dependencies
- →Achieves 45.7% repair rate on SWE-bench Lite at low cost of $0.44 per fix
- →Delivers state-of-the-art 37.1% repair rate on SWE-bench Multimodal benchmark
- →Combines DeepSeek-V3 for documentation generation with Claude-4 for actual code repairs
#automated-program-repair#llm#code-generation#software-development#deepseek#claude#repository-repair#fault-localization#ai-coding
Read Original →via arXiv – CS AI
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