All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning

Caiqi Zhang, Chang Shu, Ehsan Shareghi, Nigel Collier. All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning. In Christos Christodoulopoulos 0001, Tanmoy Chakraborty 0002, Carolyn Rose, Violet Peng, editors, Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, EMNLP 2025, Suzhou, China, November 4-9, 2025. pages 31814-31824, Association for Computational Linguistics, 2025. [doi]

Abstract

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