instruction following 1multimodal reasoning 1parametric skill learning 1prefix-tuning 1skill composition 1
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cs.CL2026
SkillSmith: Learning to Compose Parametric Skills and Textual Knowledge
Lucio M. Dery, Benedict Aaron Tjandra, Siavash Samiei +4
SkillSmith is a method that lets a large language model reason over both textual knowledge and prefix‑tuned model weights, enabling it to generate new parametric skill prefixes for…
cs.CL2024
Fine-Tuning Large Language Models to Appropriately Abstain with Semantic Entropy
Benedict Aaron Tjandra, Muhammed Razzak, Jannik Kossen +2
Large Language Models (LLMs) are known to hallucinate, whereby they generate plausible but inaccurate text. This phenomenon poses significant risks in critical applications, such a…