Computation and Language · Computer Science
Natural Language Understanding with Privacy-Preserving BERT
Chen Qu, Weize Kong, Liu Yang, Mingyang Zhang +2
2021-08-23
Computation and Language · Computer Science
Differential Privacy for Text Analytics via Natural Text Sanitization
Xiang Yue, Minxin Du, Tianhao Wang, Yaliang Li +2
2021-06-03
Computation and Language · Computer Science
Memorization of Named Entities in Fine-tuned BERT Models
Andor Diera, Nicolas Lell, Aygul Garifullina, Ansgar Scherp
2024-12-02
Computation and Language · Computer Science
A Comparative Analysis of Word-Level Metric Differential Privacy: Benchmarking The Privacy-Utility Trade-off
Stephen Meisenbacher, Nihildev Nandakumar, Alexandra Klymenko, Florian Matthes
2024-04-05
Computation and Language · Computer Science
Differentially Private Decoding in Large Language Models
Jimit Majmudar, Christophe Dupuy, Charith Peris, Sami Smaili +2
2022-09-12
Computation and Language · Computer Science
How to Fine-Tune BERT for Text Classification?
Chi Sun, Xipeng Qiu, Yige Xu, Xuanjing Huang
2020-02-06
Computation and Language · Computer Science
1-Diffractor: Efficient and Utility-Preserving Text Obfuscation Leveraging Word-Level Metric Differential Privacy
Stephen Meisenbacher, Maulik Chevli, Florian Matthes
2024-05-06
Information Retrieval · Computer Science
The Power of Selecting Key Blocks with Local Pre-ranking for Long Document Information Retrieval
Minghan Li, Diana Nicoleta Popa, Johan Chagnon, Yagmur Gizem Cinar +1
2022-10-18
Computation and Language · Computer Science
Using Selective Masking as a Bridge between Pre-training and Fine-tuning
Tanish Lad, Himanshu Maheshwari, Shreyas Kottukkal, Radhika Mamidi
2022-11-28
Computation and Language · Computer Science
Differentially Private Distributed Learning for Language Modeling Tasks
Vadim Popov, Mikhail Kudinov, Irina Piontkovskaya, Petr Vytovtov +1
2018-03-07
Computation and Language · Computer Science
Bag of Tricks for Training Data Extraction from Language Models
Weichen Yu, Tianyu Pang, Qian Liu, Chao Du +4
2023-06-02
Machine Learning · Computer Science
Privacy Preserving In-Context-Learning Framework for Large Language Models
Bishnu Bhusal, Manoj Acharya, Ramneet Kaur, Colin Samplawski +4
2025-11-20
Machine Learning · Computer Science
Differentially Private Model Compression
Fatemehsadat Mireshghallah, Arturs Backurs, Huseyin A Inan, Lukas Wutschitz +1
2022-06-07
Computation and Language · Computer Science
Planting and Mitigating Memorized Content in Predictive-Text Language Models
C. M. Downey, Wei Dai, Huseyin A. Inan, Kim Laine +2
2022-12-19