Generative Modeling with Guarantees

Language models have become ubiquitous in natural language processing, leveraging large amounts of unlabeled data and fine-tuning for downstream tasks. However, concerns have been raised regarding the accuracy and trustworthiness of the text generated by these models. In parallel, differential priva...

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Bibliographic Details
Main Author: Quach, Victor
Other Authors: Barzilay, Regina
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/151388