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arXiv cs.LG · Papers

Skill Neologisms: Towards Skill-based Continual Learning

arXiv:2605.04970v3 Announce Type: replace Abstract: Modern LLMs show mastery over an ever-growing range of skills, as well as the ability to compose them flexibly. However, extending model capabilities to new skills in a scalable manner is an open problem: fine-tuning and parameter-efficient variants risk catastrophic