AIBullisharXiv – CS AI · 7h ago6/10
🧠
From Context to Skills: Can Language Models Learn from Context Skillfully?
Researchers introduce Ctx2Skill, a self-evolving framework that automatically discovers and refines natural-language skills for language models to better learn from complex contexts without manual annotation or external feedback. The system uses a multi-agent loop with a Challenger, Reasoner, and Judge to autonomously generate, test, and improve skills, showing consistent improvements across context learning benchmarks.