Stepwise Think-Critique: A Unified Framework for Robust and Interpretable LLM Reasoning
By: Jiaqi Xu, Cuiling Lan, Xuejin Chen, Yan Lu
Published: 2025-12-18
View on arXiv →#cs.AI
Abstract
This paper proposes "Stepwise Think-Critique," a unified framework designed to improve the robustness and interpretability of Large Language Model (LLM) reasoning. By incorporating iterative thinking and self-critique mechanisms, the framework allows LLMs to refine their reasoning process, leading to more reliable and transparent outcomes crucial for deployment in sensitive real-world applications.