Author

Lingfeng Bao

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Preprint Aug 2026

Search2Skill: Skill Distillation Beyond Knowledge Boundaries Via Rubric-Based Reinforcement Learning

This work proposes a novel framework, Search2Skill, that automatically identifies the agent's capability gaps, searches external sources to address them, and distills the retrieved evidence into structured, reusable skills.

Muyang Ye, Tian Lan, Feihu Jiang et al. · 1 citation

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