Sample-Efficient Online Learning in LM Agents via Hindsight Trajectory Rewriting

Michael Y. Hu, Benjamin Van Durme, Jacob Andreas +1

Language model (LM) agents deployed in novel environments often exhibit poor sample efficiency when learning from sequential interactions. This significantly hinders the usefulness…