Author

Siyuan Xiong

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Preprint Aug 2026

SKILLER: Language-Level Reinforcement Learning for Reusable Skill Extraction in Small Language Models

Agent skills represent a standardized format for packaging procedural knowledge and domain expertise, serving within agent harness systems as an essential mechanism to continually constrain a language model's behavior space for repeatable, high-quality task execution. However, because strong closed-source models entail...

Chen-Hao Dang, Siyuan Xiong, Conghui He et al. · 2 citations