Are Chatbots Ready for Privacy-Sensitive Applications? An Investigation
into Input Regurgitation and Prompt-Induced Sanitization

Are Chatbots Ready for Privacy-Sensitive Applications? An Investigation into Input Regurgitation and Prompt-Induced Sanitization

24 May 2023

Rakshit Naidu

Fatemehsadat Mireshghallah

Papers citing "Are Chatbots Ready for Privacy-Sensitive Applications? An Investigation into Input Regurgitation and Prompt-Induced Sanitization"

12 / 12 papers shown

Title
AERO: Softmax-Only LLMs for Efficient Private Inference N. Jha Brandon Reagen 32 1 0 16 Oct 2024
Data-adaptive Differentially Private Prompt Synthesis for In-Context Learning Fengyu Gao Ruida Zhou T. Wang Cong Shen Jing Yang 37 2 0 15 Oct 2024
FRACTURED-SORRY-Bench: Framework for Revealing Attacks in Conversational Turns Undermining Refusal Efficacy and Defenses over SORRY-Bench Aman Priyanshu Supriti Vijay AAML 30 1 0 28 Aug 2024
DP-TabICL: In-Context Learning with Differentially Private Tabular Data Alycia N. Carey Karuna Bhaila Kennedy Edemacu Xintao Wu 35 7 0 08 Mar 2024
Alpaca against Vicuna: Using LLMs to Uncover Memorization of LLMs Aly M. Kassem Omar Mahmoud Niloofar Mireshghallah Hyunwoo J. Kim Yulia Tsvetkov Yejin Choi Sherif Saad Santu Rana 50 18 0 05 Mar 2024
Can LLMs Keep a Secret? Testing Privacy Implications of Language Models via Contextual Integrity Theory Niloofar Mireshghallah Hyunwoo J. Kim Xuhui Zhou Yulia Tsvetkov Maarten Sap Reza Shokri Yejin Choi PILM 35 75 0 27 Oct 2023
Survey of Vulnerabilities in Large Language Models Revealed by Adversarial Attacks Erfan Shayegani Md Abdullah Al Mamun Yu Fu Pedram Zaree Yue Dong Nael B. Abu-Ghazaleh AAML 147 146 0 16 Oct 2023
Identifying and Mitigating Privacy Risks Stemming from Language Models: A Survey Victoria Smith Ali Shahin Shamsabadi Carolyn Ashurst Adrian Weller PILM 32 24 0 27 Sep 2023
Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation Xinyu Tang Richard Shin Huseyin A. Inan Andre Manoel Fatemehsadat Mireshghallah Zinan Lin Sivakanth Gopi Janardhan Kulkarni Robert Sim 38 52 0 21 Sep 2023
From Military to Healthcare: Adopting and Expanding Ethical Principles for Generative Artificial Intelligence David Oniani Jordan Hilsman Yifan Peng COL C. R. K. Poropatich C. J. C. Pamplin L. G. L. Legault Yanshan Wang AI4TS 32 11 0 04 Aug 2023
Privacy-Preserving In-Context Learning for Large Language Models Tong Wu Ashwinee Panda Jiachen T. Wang Prateek Mittal 51 29 0 02 May 2023
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021