MCTS-REFINE uses tree search plus strict ground-truth matching to build chain-of-thought training data that lifts open-source LLM issue-resolution scores on SWE-bench.
Large language models for software engineering: A systematic literature review[J]
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MCTS-Refined CoT: High-Quality Fine-Tuning Data for LLM-Based Repository Issue Resolution
MCTS-REFINE uses tree search plus strict ground-truth matching to build chain-of-thought training data that lifts open-source LLM issue-resolution scores on SWE-bench.