Stepwise Think-Critique: A Unified Framework for Robust and Interpretable LLM Reasoning
#Stepwise Think-Critique #LLM reasoning #robust reasoning #interpretable AI #framework
📌 Key Takeaways
- Stepwise Think-Critique is a new framework for improving LLM reasoning.
- It enhances robustness and interpretability in reasoning processes.
- The framework integrates iterative thinking and critique steps.
- It aims to address limitations in current LLM reasoning methods.
📖 Full Retelling
arXiv:2512.15662v3 Announce Type: replace
Abstract: Human beings solve complex problems through critical thinking, where reasoning and evaluation are intertwined to converge toward correct solutions. However, most existing large language models (LLMs) treat the reasoning and verification as separate processes: they either generate reasoning without explicit self-checking or rely on external verifiers to detect errors post hoc. The former lacks immediate feedback, while the latter increases syst
🏷️ Themes
AI Reasoning, LLM Frameworks
📚 Related People & Topics
Unified framework
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arXiv:2512.15662v3 Announce Type: replace
Abstract: Human beings solve complex problems through critical thinking, where reasoning and evaluation are intertwined to converge toward correct solutions. However, most existing large language models (LLMs) treat the reasoning and verification as separate processes: they either generate reasoning without explicit self-checking or rely on external verifiers to detect errors post hoc. The former lacks immediate feedback, while the latter increases syst
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