Large Language Models are Advanced Anonymizers

Large Language Models are Advanced Anonymizers

21 February 2024

Mislav Balunović

Martin Vechev

Papers citing "Large Language Models are Advanced Anonymizers"

11 / 11 papers shown

Title
A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage Rui Xin Niloofar Mireshghallah Shuyue Stella Li Michael Duan Hyunwoo Kim Yejin Choi Yulia Tsvetkov Sewoong Oh Pang Wei Koh 78 3 0 28 Apr 2025
RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis Jianwei Wang Junyao Yang Haoran Li Huiping Zhuang Cen Chen Ziqian Zeng SyDa 49 0 0 23 Feb 2025
On the Vulnerability of Text Sanitization Meng Tong Kejiang Chen Xiaojian Yuang Jing Liu Wenbo Zhang Nenghai Yu Jie Zhang 55 0 0 22 Oct 2024
Adanonymizer: Interactively Navigating and Balancing the Duality of Privacy and Output Performance in Human-LLM Interaction Shuning Zhang Xin Yi Haobin Xing Lyumanshan Ye Yongquan Hu Hewu Li 48 2 0 19 Oct 2024
IncogniText: Privacy-enhancing Conditional Text Anonymization via LLM-based Private Attribute Randomization Ahmed Frikha Nassim Walha K. K. Nakka Ricardo Mendes Xue Jiang Xuebing Zhou 39 3 0 03 Jul 2024
A Synthetic Dataset for Personal Attribute Inference Hanna Yukhymenko Robin Staab Mark Vero Martin Vechev SyDa 54 6 0 11 Jun 2024
Unlocking the Potential of Large Language Models for Clinical Text Anonymization: A Comparative Study David Pissarra Isabel Curioso João Alveira Duarte Pereira Bruno Ribeiro Tomas Souper Vasco Gomes A. Carreiro Vitor Rolla 25 2 0 29 May 2024
Private Attribute Inference from Images with Vision-Language Models Batuhan Tömekçe Mark Vero Robin Staab Martin Vechev VLM PILM 68 7 0 16 Apr 2024
Can Large Language Models Be an Alternative to Human Evaluations? Cheng-Han Chiang Hung-yi Lee ALM LM&MA 229 579 0 03 May 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 369 3,029 0 22 Mar 2023
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 290 1,831 0 14 Dec 2020