Daisy Zhe Wang

Reverse Probing: Supervised Token-level Uncertainty Quantification for Large Language Models in Clinical Text

Reverse Probing is proposed, the first UQ framework specialized for clinical summarization, which estimates token-level uncertainty directly from pre-existing labeled summaries, and reveals that delta energy and neighborhood context are the most consistent predictors across all models.