ECHO: Learning Epistemically Adaptive Language Agents with Turn-Level Credit

Abhijnan Nath, Nikhil Krishnaswamy

What does it mean for a language agent to be adaptive? Effective multi-turn agents must decide what information to seek, how to use new evidence, and when they are certain enough t…