Beyond Corrected Actions: Training LLM Agents on Textual Critiques.

arXiv:2610.19367v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used for multi-turn agentic tasks that require interactions with users and environments over extended sequences of actions. A common approach to improving LLM agent