Estimating LLM Consistency: A User Baseline vs Surrogate Metrics

Xiaoyuan Wu, Weiran Lin, Omer Akgul, Lujo Bauer. Estimating LLM Consistency: A User Baseline vs Surrogate Metrics. 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 30530-30544, Association for Computational Linguistics, 2025. [doi]

Abstract

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