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diffusion models 1language model adaptation 1screenwriting generation 1self-supervised learning 1skill extraction 1

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20242026
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cs.CL2026

Training Skills Like Parameters via Self-Supervised Semantic Diffusion

Mo Li, Zixin Yin, Ting Cao +1

The paper introduces a self‑supervised framework that lets a language model acquire and store textual skills in an external library using diffusion‑style reconstruction loss, witho…