BooksThesis
Calibration and Uncertainty in Generative Systems
Doctoral thesis on estimating and communicating uncertainty for text generation. It develops calibration methods for retrieval-augmented systems, studies how users interpret expressed confidence, and proposes evaluation protocols for uncertainty in open-ended outputs.