AIBullisharXiv – CS AI · 15h ago7/10
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GeoFaith: A Spatio-Temporal Dual View of Faithful Chain-of-Thought
Researchers introduce GeoFaith, a framework for detecting and improving faithfulness in chain-of-thought reasoning by LLMs, addressing the problem of plausible-sounding but inaccurate explanations. The method combines geometric latent structures with entropy analysis and includes a reinforcement learning approach that achieves superior performance on faithfulness detection while maintaining accuracy.
🧠 GPT-5