Yiquan Wu

LLM agents can learn complex tasks more efficiently by adaptively injecting skills only when their utility is confirmed through outcome-aware likelihood comparisons on existing data, bypassing expensive environment rollouts.

Open-source Luwen shows that adapting general-purpose LLMs with legal-specific data and retrieval augmentation can yield significant performance gains on complex Chinese legal tasks.