Alpaca against Vicuna: Using LLMs to Uncover Memorization of LLMs

5 March 2024

Aly M. Kassem

Omar Mahmoud

Niloofar Mireshghallah

Yejin Choi

Papers citing "Alpaca against Vicuna: Using LLMs to Uncover Memorization of LLMs"

46 / 46 papers shown

Title
AdaToken-3D: Dynamic Spatial Gating for Efficient 3D Large Multimodal-Models Reasoning Kai Zhang Xingyu Chen Xiaofeng Zhang 51 0 0 19 May 2025
LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures Francisco Aguilera-Martínez Fernando Berzal PILM 90 0 0 02 May 2025
Merger-as-a-Stealer: Stealing Targeted PII from Aligned LLMs with Model Merging Lin Lu Zhigang Zuo Ziji Sheng Pan Zhou MoMe 96 0 0 22 Feb 2025
Undesirable Memorization in Large Language Models: A Survey Ali Satvaty Suzan Verberne Fatih Turkmen ELM PILM 131 7 0 03 Oct 2024
Manipulation Facing Threats: Evaluating Physical Vulnerabilities in End-to-End Vision Language Action Models Hao Cheng Erjia Xiao Chengyuan Yu Zhao Yao Jiahang Cao ... Jiaxu Wang Mengshu Sun Kaidi Xu Jindong Gu Renjing Xu AAML 58 3 0 20 Sep 2024
Demystifying Verbatim Memorization in Large Language Models Jing Huang Diyi Yang Christopher Potts ELM PILM MU 86 25 0 25 Jul 2024
CopyBench: Measuring Literal and Non-Literal Reproduction of Copyright-Protected Text in Language Model Generation Tong Chen Akari Asai Niloofar Mireshghallah Sewon Min James Grimmelmann Yejin Choi Hannaneh Hajishirzi Luke Zettlemoyer Pang Wei Koh 87 18 0 09 Jul 2024
Towards More Realistic Extraction Attacks: An Adversarial Perspective Yash More Prakhar Ganesh G. Farnadi AAML 94 6 0 02 Jul 2024
Uncovering Latent Memories: Assessing Data Leakage and Memorization Patterns in Frontier AI Models Sunny Duan Mikail Khona Abhiram Iyer Rylan Schaeffer Ila R Fiete 86 5 0 20 Jun 2024
Measuring memorization in RLHF for code completion Aneesh Pappu Billy Porter Ilia Shumailov Jamie Hayes 63 1 0 17 Jun 2024
Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing Zhangchen Xu Fengqing Jiang Luyao Niu Yuntian Deng Radha Poovendran Yejin Choi Bill Yuchen Lin SyDa 84 146 0 12 Jun 2024
Coercing LLMs to do and reveal (almost) anything Jonas Geiping Alex Stein Manli Shu Khalid Saifullah Yuxin Wen Tom Goldstein AAML 64 47 0 21 Feb 2024
Do Membership Inference Attacks Work on Large Language Models? Michael Duan Anshuman Suri Niloofar Mireshghallah Sewon Min Weijia Shi Luke Zettlemoyer Yulia Tsvetkov Yejin Choi David Evans Hanna Hajishirzi MIALM 75 85 0 12 Feb 2024
OLMo: Accelerating the Science of Language Models Dirk Groeneveld Iz Beltagy Pete Walsh Akshita Bhagia Rodney Michael Kinney ... Jesse Dodge Kyle Lo Luca Soldaini Noah A. Smith Hanna Hajishirzi OSLM 160 377 0 01 Feb 2024
Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research Luca Soldaini Rodney Michael Kinney Akshita Bhagia Dustin Schwenk David Atkinson ... Hanna Hajishirzi Iz Beltagy Dirk Groeneveld Jesse Dodge Kyle Lo 78 265 0 31 Jan 2024
How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs Yi Zeng Hongpeng Lin Jingwen Zhang Diyi Yang Ruoxi Jia Weiyan Shi 68 284 0 12 Jan 2024
Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training Evan Hubinger Carson E. Denison Jesse Mu Mike Lambert Meg Tong ... Sören Mindermann Ryan Greenblatt Buck Shlegeris Nicholas Schiefer Ethan Perez LLMAG 44 159 0 10 Jan 2024
Mixtral of Experts Albert Q. Jiang Alexandre Sablayrolles Antoine Roux A. Mensch Blanche Savary ... Théophile Gervet Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LLMAG 108 1,049 0 08 Jan 2024
Make Them Spill the Beans! Coercive Knowledge Extraction from (Production) LLMs Zhuo Zhang Guangyu Shen Guanhong Tao Shuyang Cheng Xiangyu Zhang 68 14 0 08 Dec 2023
Tree of Attacks: Jailbreaking Black-Box LLMs Automatically Anay Mehrotra Manolis Zampetakis Paul Kassianik Blaine Nelson Hyrum Anderson Yaron Singer Amin Karbasi 71 239 0 04 Dec 2023
Scalable Extraction of Training Data from (Production) Language Models Milad Nasr Nicholas Carlini Jonathan Hayase Matthew Jagielski A. Feder Cooper Daphne Ippolito Christopher A. Choquette-Choo Eric Wallace Florian Tramèr Katherine Lee SILM 32 339 0 28 Nov 2023
Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2 Hamish Ivison Yizhong Wang Valentina Pyatkin Nathan Lambert Matthew E. Peters ... Joel Jang David Wadden Noah A. Smith Iz Beltagy Hanna Hajishirzi ALM ELM 65 187 0 17 Nov 2023
Scalable and Transferable Black-Box Jailbreaks for Language Models via Persona Modulation Rusheb Shah Quentin Feuillade--Montixi Soroush Pour Arush Tagade Stephen Casper Javier Rando 47 133 0 06 Nov 2023
DeepInception: Hypnotize Large Language Model to Be Jailbreaker Xuan Li Zhanke Zhou Jianing Zhu Jiangchao Yao Tongliang Liu Bo Han 71 170 0 06 Nov 2023
Detecting Pretraining Data from Large Language Models Weijia Shi Anirudh Ajith Mengzhou Xia Yangsibo Huang Daogao Liu Terra Blevins Danqi Chen Luke Zettlemoyer MIALM 59 177 0 25 Oct 2023
Catastrophic Jailbreak of Open-source LLMs via Exploiting Generation Yangsibo Huang Samyak Gupta Mengzhou Xia Kai Li Danqi Chen AAML 51 293 0 10 Oct 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 195 1,376 0 27 Jul 2023
How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources Yizhong Wang Hamish Ivison Pradeep Dasigi Jack Hessel Tushar Khot ... David Wadden Kelsey MacMillan Noah A. Smith Iz Beltagy Hannaneh Hajishirzi ALM ELM 87 379 0 07 Jun 2023
The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data, and Web Data Only Guilherme Penedo Quentin Malartic Daniel Hesslow Ruxandra-Aimée Cojocaru Alessandro Cappelli Hamza Alobeidli B. Pannier Ebtesam Almazrouei Julien Launay 107 758 0 01 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 297 3,712 0 29 May 2023
The False Promise of Imitating Proprietary LLMs Arnav Gudibande Eric Wallace Charles Burton Snell Xinyang Geng Hao Liu Pieter Abbeel Sergey Levine Dawn Song ALM 93 202 0 25 May 2023
Are Chatbots Ready for Privacy-Sensitive Applications? An Investigation into Input Regurgitation and Prompt-Induced Sanitization Aman Priyanshu Supriti Vijay Ayush Kumar Rakshit Naidu Fatemehsadat Mireshghallah SILM 116 24 0 24 May 2023
Enhancing Chat Language Models by Scaling High-quality Instructional Conversations Ning Ding Yulin Chen Bokai Xu Yujia Qin Zhi Zheng Shengding Hu Zhiyuan Liu Maosong Sun Bowen Zhou ALM 91 511 0 23 May 2023
Emergent and Predictable Memorization in Large Language Models Stella Biderman USVSN Sai Prashanth Lintang Sutawika Hailey Schoelkopf Quentin G. Anthony Shivanshu Purohit Edward Raf 62 122 0 21 Apr 2023
Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling Stella Biderman Hailey Schoelkopf Quentin G. Anthony Herbie Bradley Kyle O'Brien ... USVSN Sai Prashanth Edward Raff Aviya Skowron Lintang Sutawika Oskar van der Wal 81 1,231 0 03 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 861 13,788 0 15 Mar 2023
Automatically Auditing Large Language Models via Discrete Optimization Erik Jones Anca Dragan Aditi Raghunathan Jacob Steinhardt 73 164 0 08 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 964 12,840 0 27 Feb 2023
Bag of Tricks for Training Data Extraction from Language Models Weichen Yu Tianyu Pang Qian Liu Chao Du Bingyi Kang Yan Huang Min Lin Shuicheng Yan 89 49 0 09 Feb 2023
Extracting Training Data from Diffusion Models Nicholas Carlini Jamie Hayes Milad Nasr Matthew Jagielski Vikash Sehwag Florian Tramèr Borja Balle Daphne Ippolito Eric Wallace DiffM 111 589 0 30 Jan 2023
Preventing Verbatim Memorization in Language Models Gives a False Sense of Privacy Daphne Ippolito Florian Tramèr Milad Nasr Chiyuan Zhang Matthew Jagielski Katherine Lee Christopher A. Choquette-Choo Nicholas Carlini PILM MU 43 60 0 31 Oct 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 353 6,132 0 05 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 728 12,525 0 04 Mar 2022
Quantifying Memorization Across Neural Language Models Nicholas Carlini Daphne Ippolito Matthew Jagielski Katherine Lee Florian Tramèr Chiyuan Zhang PILM 93 603 0 15 Feb 2022
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 404 2,051 0 31 Dec 2020
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 422 1,868 0 14 Dec 2020