Preprint
Aug 2026
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities?
ContinualSkillBench is introduced, a dynamic evaluation framework for in-context continual skill learning that shows that current in-context skill evolution mechanisms can support continual adaptation, but still struggle to consistently consolidate experience into robust and transferable skills.
Tianyi Guan, Yiding Wang, Haotong Yang et al.
· 1 citation