Certainty-Guided Reasoning in Large Language Models: A Dynamic Thinking Budget Approach

João Paulo Nogueira, Wentao Sun, Alonso Silva +1

Large reasoning language models are typically run with fixed inference budgets, which can waste computation or terminate reasoning prematurely. We introduce Certainty-Guided Reason…