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

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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.

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