Textual Differential Privacy for Context-Aware Reasoning with Large Language Model

Author:

Yu Junwei1,Zhou Jieyu2,Ding Yepeng3,Zhang Lingfeng1,Guo Yuheng1,Sato Hiroyuki4

Affiliation:

1. The University of Tokyo,Tokyo,Japan

2. Independent Researcher,Tokyo,Japan

3. Hiroshima University,Hiroshima,Japan

4. National Institute of Informatics / The University of Tokyo,Tokyo,Japan

Publisher

IEEE

Reference32 articles.

1. Language models are few-shot learners;Brown;Advances in neural information processing systems,2020

2. Language models are unsupervised multitask learners;Radford;OpenAI blog,2019

3. Large language models struggle to learn long-tail knowledge;Kandpal,2023

4. Retrieval-augmented generation for knowledge-intensive nlp tasks;Lewis;Advances in Neural Information Processing Systems,2020

5. Generalization through memorization: Nearest neighbor language models;Khandelwal;arXiv preprint,2019

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