Entropy trajectory shape predicts LLM reasoning reliability: A diagnostic study of uncertainty dynamics in chain-of-thought

You can predict whether an LLM's chain-of-thought reasoning will be correct by tracking whether uncertainty decreases at every step—a simple diagnostic that works better than confidence scores. This 'monotonicity' check gives you a practical way to catch reasoning failures before they impact your application.