Proceedings of the Fifth Workshop on Privacy in Natural Language Processing

Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor 2024-08 Association for Computational Linguistics Bangkok, Thailand text conference publication privatenlp-1-2024 https://aclanthology.org/2024.privatenlp-1.0/ Noisy Neighbors: Efficient membership inference attacks against LLMs Filippo Galli author Luca Melis author Tommaso Cucinotta author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication galli-etal-2024-noisy https://aclanthology.org/2024.privatenlp-1.1/ 2024-08 1 6 Don’t forget private retrieval: distributed private similarity search for large language models Guy Zyskind author Tobin South author Alex Pentland author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication zyskind-etal-2024-dont https://aclanthology.org/2024.privatenlp-1.2/ 2024-08 7 19 Characterizing Stereotypical Bias from Privacy-preserving Pre-Training Stefan Arnold author Rene Gröbner author Annika Schreiner author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication arnold-etal-2024-characterizing https://aclanthology.org/2024.privatenlp-1.3/ 2024-08 20 28 Protecting Privacy in Classifiers by Token Manipulation Re’em Harel author Yair Elboher author Yuval Pinter author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication harel-etal-2024-protecting https://aclanthology.org/2024.privatenlp-1.4/ 2024-08 29 38 A Collocation-based Method for Addressing Challenges in Word-level Metric Differential Privacy Stephen Meisenbacher author Maulik Chevli author Florian Matthes author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication meisenbacher-etal-2024-collocation https://aclanthology.org/2024.privatenlp-1.5/ 2024-08 39 51 Preset-Voice Matching for Privacy Regulated Speech-to-Speech Translation Systems Daniel Platnick author Bishoy Abdelnour author Eamon Earl author Rahul Kumar author Zahra Rezaei author Thomas Tsangaris author Faraj Lagum author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication platnick-etal-2024-preset https://aclanthology.org/2024.privatenlp-1.6/ 2024-08 52 62 PII-Compass: Guiding LLM training data extraction prompts towards the target PII via grounding Krishna Kanth Nakka author Ahmed Frikha author Ricardo Mendes author Xue Jiang author Xuebing Zhou author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication nakka-etal-2024-pii https://aclanthology.org/2024.privatenlp-1.7/ 2024-08 63 73 Unlocking the Potential of Large Language Models for Clinical Text Anonymization: A Comparative Study David Pissarra author Isabel Curioso author João Alveira author Duarte Pereira author Bruno Ribeiro author Tomás Souper author Vasco Gomes author André Carreiro author Vitor Rolla author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication pissarra-etal-2024-unlocking https://aclanthology.org/2024.privatenlp-1.8/ 2024-08 74 84 Anonymization Through Substitution: Words vs Sentences Vasco Alves author Vitor Rolla author João Alveira author David Pissarra author Duarte Pereira author Isabel Curioso author André Carreiro author Henrique Lopes Cardoso author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication alves-etal-2024-anonymization https://aclanthology.org/2024.privatenlp-1.9/ 2024-08 85 90 PocketLLM: Enabling On-Device Fine-Tuning for Personalized LLMs Dan Peng author Zhihui Fu author Jun Wang author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication peng-etal-2024-pocketllm https://aclanthology.org/2024.privatenlp-1.10/ 2024-08 91 96 Smart Lexical Search for Label Flipping Adversial Attack Alberto Gutiérrez-Megías author Salud María Jiménez-Zafra author L Alfonso Ureña author Eugenio Martínez-Cámara author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication gutierrez-megias-etal-2024-smart https://aclanthology.org/2024.privatenlp-1.11/ 2024-08 97 106 Can LLMs get help from other LLMs without revealing private information? Florian Hartmann author Duc-Hieu Tran author Peter Kairouz author Victor Cărbune author Blaise Aguera Y Arcas author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication hartmann-etal-2024-llms https://aclanthology.org/2024.privatenlp-1.12/ 2024-08 107 122 Cloaked Classifiers: Pseudonymization Strategies on Sensitive Classification Tasks Arij Riabi author Menel Mahamdi author Virginie Mouilleron author Djamé Seddah author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication riabi-etal-2024-cloaked https://aclanthology.org/2024.privatenlp-1.13/ 2024-08 123 136 Improving Authorship Privacy: Adaptive Obfuscation with the Dynamic Selection of Techniques Hemanth Kandula author Damianos Karakos author Haoling Qiu author Brian Ulicny author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication kandula-etal-2024-improving https://aclanthology.org/2024.privatenlp-1.14/ 2024-08 137 142 Deconstructing Classifiers: Towards A Data Reconstruction Attack Against Text Classification Models Adel Elmahdy author Ahmed Salem author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication elmahdy-salem-2024-deconstructing https://aclanthology.org/2024.privatenlp-1.15/ 2024-08 143 158 PrivaT5: A Generative Language Model for Privacy Policies Mohammad Zoubi author Santosh T.y.s.s author Edgar Rosas author Matthias Grabmair author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication zoubi-etal-2024-privat5 https://aclanthology.org/2024.privatenlp-1.16/ 2024-08 159 169 Reinforcement Learning-Driven LLM Agent for Automated Attacks on LLMs Xiangwen Wang author Jie Peng author Kaidi Xu author Huaxiu Yao author Tianlong Chen author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication wang-etal-2024-reinforcement-learning https://aclanthology.org/2024.privatenlp-1.17/ 2024-08 170 177 A Privacy-preserving Approach to Ingest Knowledge from Proprietary Web-based to Locally Run Models for Medical Progress Note Generation Sarvesh Soni author Dina Demner-Fushman author 2024-08 text Proceedings of the Fifth Workshop on Privacy in Natural Language Processing Ivan Habernal editor Sepideh Ghanavati editor Abhilasha Ravichander editor Vijayanta Jain editor Patricia Thaine editor Timour Igamberdiev editor Niloofar Mireshghallah editor Oluwaseyi Feyisetan editor Association for Computational Linguistics Bangkok, Thailand conference publication soni-demner-fushman-2024-privacy https://aclanthology.org/2024.privatenlp-1.18/ 2024-08 178 183