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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yu-Qi Song

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Open access Sep 2026

When Does Context Help? A Controlled Study ofLLM-Based Bug Fixing

Large language models (LLMs) have shown promise for automated program repair, but it remains unclear which debugging signals are most useful and when additional context becomes distracting, costly, or ineffective. We present a controlled empirical study of LLM-based bug fixing on FIXEVAL, comparing three model families...

Dinesh Kumar Gummadavelli, Xian-Shan Qu, Xiao-Peng Li et al. · 0 citations

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