Jailbroken: How Does LLM Safety Training Fail?

5 July 2023

Papers citing "Jailbroken: How Does LLM Safety Training Fail?"

34 / 634 papers shown

Title
Let the Models Respond: Interpreting Language Model Detoxification Through the Lens of Prompt Dependence Daniel Scalena Gabriele Sarti Malvina Nissim Elisabetta Fersini 11 0 0 01 Sep 2023
Image Hijacks: Adversarial Images can Control Generative Models at Runtime Luke Bailey Euan Ong Stuart J. Russell Scott Emmons VLM MLLM 11 78 0 01 Sep 2023
Cultural Alignment in Large Language Models: An Explanatory Analysis Based on Hofstede's Cultural Dimensions Reem I. Masoud Ziquan Liu Martin Ferianc Philip C. Treleaven Miguel R. D. Rodrigues 16 49 0 25 Aug 2023
Do-Not-Answer: A Dataset for Evaluating Safeguards in LLMs Yuxia Wang Haonan Li Xudong Han Preslav Nakov Timothy Baldwin 19 102 0 25 Aug 2023
Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities Maximilian Mozes Xuanli He Bennett Kleinberg Lewis D. Griffin 31 75 0 24 Aug 2023
Sparks of Large Audio Models: A Survey and Outlook S. Latif Moazzam Shoukat Fahad Shamshad Muhammad Usama Yi Ren ... Wenwu Wang Xulong Zhang Roberto Togneri Erik Cambria Björn W. Schuller LM&MA AuLLM 29 36 0 24 Aug 2023
Large Language Models Sensitivity to The Order of Options in Multiple-Choice Questions Pouya Pezeshkpour Estevam R. Hruschka LRM 8 123 0 22 Aug 2023
Using Large Language Models for Cybersecurity Capture-The-Flag Challenges and Certification Questions W. Tann Yuancheng Liu Jun Heng Sim C. Seah E. Chang ELM 9 30 0 21 Aug 2023
GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher Youliang Yuan Wenxiang Jiao Wenxuan Wang Jen-tse Huang Pinjia He Shuming Shi Zhaopeng Tu SILM 56 231 0 12 Aug 2023
"Do Anything Now": Characterizing and Evaluating In-The-Wild Jailbreak Prompts on Large Language Models Xinyue Shen Z. Chen Michael Backes Yun Shen Yang Zhang SILM 28 241 0 07 Aug 2023
AgentBench: Evaluating LLMs as Agents Xiao Liu Hao Yu Hanchen Zhang Yifan Xu Xuanyu Lei ... Yu-Chuan Su Huan Sun Minlie Huang Yuxiao Dong Jie Tang ELM LLMAG 29 257 0 07 Aug 2023
XSTest: A Test Suite for Identifying Exaggerated Safety Behaviours in Large Language Models Paul Röttger Hannah Rose Kirk Bertie Vidgen Giuseppe Attanasio Federico Bianchi Dirk Hovy ALM ELM AILaw 21 119 0 02 Aug 2023
Backdooring Instruction-Tuned Large Language Models with Virtual Prompt Injection Jun Yan Vikas Yadav Shiyang Li Lichang Chen Zheng Tang Hai Wang Vijay Srinivasan Xiang Ren Hongxia Jin SILM 15 75 0 31 Jul 2023
Deception Abilities Emerged in Large Language Models Thilo Hagendorff LLMAG 23 73 0 31 Jul 2023
Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback Stephen Casper Xander Davies Claudia Shi T. Gilbert Jérémy Scheurer ... Erdem Biyik Anca Dragan David M. Krueger Dorsa Sadigh Dylan Hadfield-Menell ALM OffRL 34 468 0 27 Jul 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 16 1,236 0 27 Jul 2023
Jailbreak in pieces: Compositional Adversarial Attacks on Multi-Modal Language Models Erfan Shayegani Yue Dong Nael B. Abu-Ghazaleh 20 126 0 26 Jul 2023
LLM Censorship: A Machine Learning Challenge or a Computer Security Problem? David Glukhov Ilia Shumailov Y. Gal Nicolas Papernot V. Papyan AAML ELM 21 55 0 20 Jul 2023
Latent Jailbreak: A Benchmark for Evaluating Text Safety and Output Robustness of Large Language Models Huachuan Qiu Shuai Zhang Anqi Li Hongliang He Zhenzhong Lan ALM 29 46 0 17 Jul 2023
Effective Prompt Extraction from Language Models Yiming Zhang Nicholas Carlini Daphne Ippolito MIACV SILM 22 35 0 13 Jul 2023
A Comprehensive Overview of Large Language Models Humza Naveed Asad Ullah Khan Shi Qiu Muhammad Saqib Saeed Anwar Muhammad Usman Naveed Akhtar Nick Barnes Ajmal Saeed Mian OffRL 46 499 0 12 Jul 2023
Visual Adversarial Examples Jailbreak Aligned Large Language Models Xiangyu Qi Kaixuan Huang Ashwinee Panda Peter Henderson Mengdi Wang Prateek Mittal AAML 23 136 0 22 Jun 2023
Explore, Establish, Exploit: Red Teaming Language Models from Scratch Stephen Casper Jason Lin Joe Kwon Gatlen Culp Dylan Hadfield-Menell AAML 8 83 0 15 Jun 2023
Science in the Era of ChatGPT, Large Language Models and Generative AI: Challenges for Research Ethics and How to Respond Evangelos Pournaras 15 3 0 24 May 2023
Tricking LLMs into Disobedience: Formalizing, Analyzing, and Detecting Jailbreaks Abhinav Rao S. Vashistha Atharva Naik Somak Aditya Monojit Choudhury 17 17 0 24 May 2023
The Machine Psychology of Cooperation: Can GPT models operationalise prompts for altruism, cooperation, competitiveness and selfishness in economic games? S. Phelps Y. Russell 22 15 0 13 May 2023
Analyzing And Editing Inner Mechanisms Of Backdoored Language Models Max Lamparth Anka Reuel KELM 28 10 0 24 Feb 2023
Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection Kai Greshake Sahar Abdelnabi Shailesh Mishra C. Endres Thorsten Holz Mario Fritz SILM 17 426 0 23 Feb 2023
On the Impossible Safety of Large AI Models El-Mahdi El-Mhamdi Sadegh Farhadkhani R. Guerraoui Nirupam Gupta L. Hoang Rafael Pinot Sébastien Rouault John Stephan 26 31 0 30 Sep 2022
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 218 441 0 23 Aug 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 303 11,730 0 04 Mar 2022
Challenges in Detoxifying Language Models Johannes Welbl Amelia Glaese J. Uesato Sumanth Dathathri John F. J. Mellor Lisa Anne Hendricks Kirsty Anderson Pushmeet Kohli Ben Coppin Po-Sen Huang LM&MA 242 191 0 15 Sep 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
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 275 1,561 0 18 Sep 2019