Assessing Privacy Risks in Language Models: A Case Study on
Summarization Tasks

Assessing Privacy Risks in Language Models: A Case Study on Summarization Tasks

20 October 2023

Huseyin A. Inan

Janardhan Kulkarni

Papers citing "Assessing Privacy Risks in Language Models: A Case Study on Summarization Tasks"

10 / 10 papers shown

Title
Towards Label-Only Membership Inference Attack against Pre-trained Large Language Models Yu He Boheng Li L. Liu Zhongjie Ba Wei Dong Yiming Li Z. Qin Kui Ren C. L. P. Chen MIALM 64 0 0 26 Feb 2025
Synthetic Data Privacy Metrics Amy Steier Lipika Ramaswamy Andre Manoel Alexa Haushalter 30 0 0 08 Jan 2025
Measuring memorization in RLHF for code completion Aneesh Pappu Billy Porter Ilia Shumailov Jamie Hayes 26 0 0 17 Jun 2024
Identifying and Mitigating Privacy Risks Stemming from Language Models: A Survey Victoria Smith Ali Shahin Shamsabadi Carolyn Ashurst Adrian Weller PILM 27 24 0 27 Sep 2023
Sequence Length is a Domain: Length-based Overfitting in Transformer Models Dusan Varis Ondrej Bojar 49 56 0 15 Sep 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 237 588 0 14 Jul 2021
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 267 1,798 0 14 Dec 2020
A New Defense Against Adversarial Images: Turning a Weakness into a Strength Tao Yu Shengyuan Hu Chuan Guo Wei-Lun Chao Kilian Q. Weinberger AAML 47 101 0 16 Oct 2019
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 248 1,417 0 22 Aug 2019
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 170 3,504 0 10 Jun 2015