AIBullisharXiv – CS AI · 6h ago7/10
🧠
Structure Enables Effective Self-Localization of Errors in LLMs
Researchers introduce Thought-ICS, a self-correction framework that structures LLM reasoning into discrete thought steps, enabling models to identify and fix errors more reliably. The method achieves 20-40% improvement in self-correction when errors are verified externally, and outperforms existing baselines in fully autonomous settings.