Author

Kaijie Liu

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Preprint Aug 2026

KV-Skill: Forging Expertise in the Model's Native Language

KV-Skill is introduced, a design space of external factorized operators that a frozen language model reads through a lightweight interface that shows that task knowledge can be acquired from text or experience, compressed into an external operator, and deployed separately from the backbone.

Zhaowei Han, Xiang Zhang, Bing Han et al. · 1 citation