Search Results for author: Sauvik Das

Found 4 papers, 0 papers with code

Human-Centered Privacy Research in the Age of Large Language Models

no code implementations3 Feb 2024 Tianshi Li, Sauvik Das, Hao-Ping Lee, Dakuo Wang, Bingsheng Yao, Zhiping Zhang

The emergence of large language models (LLMs), and their increased use in user-facing systems, has led to substantial privacy concerns.

Memorization

Reducing Privacy Risks in Online Self-Disclosures with Language Models

no code implementations16 Nov 2023 Yao Dou, Isadora Krsek, Tarek Naous, Anubha Kabra, Sauvik Das, Alan Ritter, Wei Xu

Motivated by the user feedback, we introduce the task of self-disclosure abstraction, which is paraphrasing disclosures into less specific terms while preserving their utility, e. g., "Im 16F" to "I'm a teenage girl".

Language Modelling

Can Language Models be Instructed to Protect Personal Information?

no code implementations3 Oct 2023 Yang Chen, Ethan Mendes, Sauvik Das, Wei Xu, Alan Ritter

While data leaks should be prevented, it is also crucial to examine the trade-off between the privacy protection and model utility of proposed approaches.

Adversarial Robustness

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