A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage

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A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage

28 April 2025

Niloofar Mireshghallah

Shuyue Stella Li

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Papers citing "A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage"

13 / 13 papers shown

Title
How do we measure privacy in text? A survey of text anonymization metrics Yaxuan Ren Krithika Ramesh Yaxing Yao Anjalie Field AILaw 68 0 0 30 Nov 2025
Minimizing the Value-at-Risk of Loan Portfolio via Deep Neural Networks Albert Di Wang Ye Du 120 0 0 08 Oct 2025
SynthTextEval: Synthetic Text Data Generation and Evaluation for High-Stakes Domains Krithika Ramesh Daniel Smolyak Zihao Zhao Nupoor Gandhi Ritu Agarwal Margrét V. Bjarnadóttir Anjalie Field SyDa ELM 386 1 0 09 Jul 2025
InvisibleInk: High-Utility and Low-Cost Text Generation with Differential Privacy Vishnu Vinod Krishna Pillutla Abhradeep Thakurta SILM SyDa 102 1 0 30 Jun 2025
A Common Pool of Privacy Problems: Legal and Technical Lessons from a Large-Scale Web-Scraped Machine Learning Dataset Rachel Hong Jevan Hutson William Agnew Imaad Huda Tadayoshi Kohno Jamie Morgenstern AILaw 323 3 0 20 Jun 2025
PPMI: Privacy-Preserving LLM Interaction with Socratic Chain-of-Thought Reasoning and Homomorphically Encrypted Vector Databases Yubeen Bae Minchan Kim Jaejin Lee Sangbum Kim Jaehyung Kim Yejin Choi Niloofar Mireshghallah 192 3 0 19 Jun 2025
Self-Refining Language Model Anonymizers via Adversarial Distillation Kyuyoung Kim Hyunjun Jeon Jinwoo Shin PILM 343 1 0 02 Jun 2025
Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Sheshera Mysore Debarati Das Hancheng Cao Bahareh Sarrafzadeh 425 4 0 21 May 2025
Can Large Language Models Really Recognize Your Name? Dzung Pham Peter Kairouz Niloofar Mireshghallah Eugene Bagdasarian Chau Minh Pham Amir Houmansadr PILM 338 4 0 20 May 2025
Model LakesInternational Conference on Extending Database Technology (EDBT), 2024 Koyena Pal David Bau Renée J. Miller 328 2 0 24 Feb 2025
Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data Shenglai Zeng Jiankun Zhang Pengfei He J. Ren Tianqi Zheng Hanqing Lu Han Xu Hui Liu Yue Xing Shucheng Zhou 395 24 0 21 Feb 2025
Reconstruction of Differentially Private Text Sanitization via Large Language Models Shuchao Pang Zhigang Lu Jian Shu Peng Fu Yongbin Zhou Minhui Xue AAML 370 5 0 16 Oct 2024
Large Language Models are Advanced Anonymizers Robin Staab Mark Vero Mislav Balunović Martin Vechev 336 22 0 21 Feb 2024