Author

Anil Koyuncu

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Jul 2026

Semantic Drift in Bug Resolution: How Behavioral Signals Propagate from Reports to Tests and Patches

This analysis covers 2,857 report-test-patch triplets from Defects4J and SWT-Bench using two widely adopted instruction-tuned LLMs from distinct model families and finds that both models exhibit systematic optimism relative to humans and only modest rank agreement, motivating bias-aware evaluation.

Wendkûuni C. Ouédraogo, Yinghua Li, Xueqi Dang et al. · arXiv.org · 0 citations