ReBeCA: Causality-Inspired Behavior Analysis for Understanding the Self-Reflection of Language Models

Tianqiang Yan, Lizhen Qu, Sihan Shang +6

Self-reflection is a basic self-improvement skill of language agents, yet it does not reliably improve their outputs, where the underlying behavioral mechanism remains opaque. We i…