Contextual Experience Replay for Self-Improvement of Language Agents

Yitao Liu, Chenglei Si, Karthik Narasimhan +1

Large language model (LLM) agents have been applied to sequential decision-making tasks such as web navigation, but without any environment-specific experiences, they often fail in…