most citedUncover and Unlearn Nuisances: Agnostic Fully Test-Time Adaptation

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cs.AI2026

Towards Reliable Truth-Aligned Uncertainty Estimation in Large Language Models

Ponhvoan Srey, Quang Minh Nguyen, Xiaobao Wu +1

Uncertainty estimation (UE) aims to quantify uncertainty in large language model (LLM) outputs to flag potential hallucinations and support reliable deployment. However, UE metrics…