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Ramtin Ehsani

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Preprint Jul 2026

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair

The first empirical study of attention patterns in LLM-based program repair is presented, providing interpretable insights into how models process bug reports and where their attention is concentrated during repair, and indicates that stronger alignment between model attention and developer-identified key sections and phrases is associated with higher repair success.

Ramtin Ehsani, Irene Manotas, Saurabh Pujar et al. · 0 citations