XSTest: A Test Suite for Identifying Exaggerated Safety Behaviours in Large Language Models

2 August 2023

Paul Röttger

Papers citing "XSTest: A Test Suite for Identifying Exaggerated Safety Behaviours in Large Language Models"

30 / 30 papers shown

Title
SAFEPATH: Preventing Harmful Reasoning in Chain-of-Thought via Early Alignment Wonje Jeung Sangyeon Yoon Minsuk Kahng Albert No LRM LLMSV 142 1 0 20 May 2025
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation Vaidehi Patil Yi-Lin Sung Peter Hase Jie Peng Jen-tse Huang Joey Tianyi Zhou AAML MU 213 4 0 01 May 2025
Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control Hannah Cyberey David Evans LLMSV 137 3 0 23 Apr 2025
aiXamine: Simplified LLM Safety and Security Fatih Deniz Dorde Popovic Yazan Boshmaf Euisuh Jeong M. Ahmad Sanjay Chawla Issa M. Khalil ELM 236 0 0 21 Apr 2025
Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs Ling Team B. Zeng Chenyu Huang Chao Zhang Changxin Tian ... Zhaoxin Huan Zujie Wen Zhenhang Sun Zhuoxuan Du Z. He MoE ALM 146 3 0 07 Mar 2025
GuardReasoner: Towards Reasoning-based LLM Safeguards Yue Liu Hongcheng Gao Shengfang Zhai Jun Xia Tianyi Wu Zhiwei Xue Yuxiao Chen Kenji Kawaguchi Jiaheng Zhang Bryan Hooi AI4TS LRM 225 22 0 30 Jan 2025
HumorReject: Decoupling LLM Safety from Refusal Prefix via A Little Humor Zihui Wu Haichang Gao Jiacheng Luo Zhaoxiang Liu 98 0 0 23 Jan 2025
Safeguarding System Prompts for LLMs Zhifeng Jiang Zhihua Jin Guoliang He AAML SILM 137 2 0 10 Jan 2025
ChineseSafe: A Chinese Benchmark for Evaluating Safety in Large Language Models Han Zhang Hongfu Gao Qiang Hu Guanhua Chen L. Yang Bingyi Jing Hongxin Wei Bing Wang Haifeng Bai Lei Yang AILaw ELM 112 2 0 24 Oct 2024
JudgeBench: A Benchmark for Evaluating LLM-based Judges Sijun Tan Siyuan Zhuang Kyle Montgomery William Y. Tang Alejandro Cuadron Chenguang Wang Raluca A. Popa Ion Stoica ELM ALM 97 48 0 16 Oct 2024
On Calibration of LLM-based Guard Models for Reliable Content Moderation Hongfu Liu Hengguan Huang Hao Wang Xiangming Gu Ye Wang 113 4 0 14 Oct 2024
Root Defence Strategies: Ensuring Safety of LLM at the Decoding Level Xinyi Zeng Yuying Shang Yutao Zhu Jingyuan Zhang Yu Tian AAML 386 3 0 09 Oct 2024
Surgical, Cheap, and Flexible: Mitigating False Refusal in Language Models via Single Vector Ablation Xinpeng Wang Chengzhi Hu Paul Röttger Barbara Plank 113 10 0 04 Oct 2024
Robust LLM safeguarding via refusal feature adversarial training L. Yu Virginie Do Karen Hambardzumyan Nicola Cancedda AAML 97 16 0 30 Sep 2024
SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal Tinghao Xie Xiangyu Qi Yi Zeng Yangsibo Huang Udari Madhushani Sehwag ... Bo Li Kai Li Danqi Chen Peter Henderson Prateek Mittal ALM ELM 125 71 0 20 Jun 2024
OR-Bench: An Over-Refusal Benchmark for Large Language Models Justin Cui Wei-Lin Chiang Ion Stoica Cho-Jui Hsieh ALM 124 49 0 31 May 2024
SafetyPrompts: a Systematic Review of Open Datasets for Evaluating and Improving Large Language Model Safety Paul Röttger Fabio Pernisi Bertie Vidgen Dirk Hovy ELM KELM 143 38 0 08 Apr 2024
Tradeoffs Between Alignment and Helpfulness in Language Models with Steering Methods Yotam Wolf Noam Wies Dorin Shteyman Binyamin Rothberg Yoav Levine Amnon Shashua LLMSV 92 13 0 29 Jan 2024
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 282 1,436 0 27 Jul 2023
Measuring Faithfulness in Chain-of-Thought Reasoning Tamera Lanham Anna Chen Ansh Radhakrishnan Benoit Steiner Carson E. Denison ... Zac Hatfield-Dodds Jared Kaplan J. Brauner Sam Bowman Ethan Perez ReLM LRM 61 184 0 17 Jul 2023
On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective Jindong Wang Xixu Hu Wenxin Hou Hao Chen Runkai Zheng ... Weirong Ye Xiubo Geng Binxing Jiao Yue Zhang Xingxu Xie AI4MH 101 233 0 22 Feb 2023
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 171 1,603 0 15 Dec 2022
ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection Thomas Hartvigsen Saadia Gabriel Hamid Palangi Maarten Sap Dipankar Ray Ece Kamar 70 374 0 17 Mar 2022
Red Teaming Language Models with Language Models Ethan Perez Saffron Huang Francis Song Trevor Cai Roman Ring John Aslanides Amelia Glaese Nat McAleese G. Irving AAML 131 645 0 07 Feb 2022
A General Language Assistant as a Laboratory for Alignment Amanda Askell Yuntao Bai Anna Chen Dawn Drain Deep Ganguli ... Tom B. Brown Jack Clark Sam McCandlish C. Olah Jared Kaplan ALM 114 775 0 01 Dec 2021
Measuring and Improving Consistency in Pretrained Language Models Yanai Elazar Nora Kassner Shauli Ravfogel Abhilasha Ravichander Eduard H. Hovy Hinrich Schütze Yoav Goldberg HILM 314 366 0 01 Feb 2021
HateCheck: Functional Tests for Hate Speech Detection Models Paul Röttger B. Vidgen Dong Nguyen Zeerak Talat Helen Z. Margetts J. Pierrehumbert 79 269 0 31 Dec 2020
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models Samuel Gehman Suchin Gururangan Maarten Sap Yejin Choi Noah A. Smith 133 1,191 0 24 Sep 2020
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 198 1,100 0 08 May 2020
Contextualizing Hate Speech Classifiers with Post-hoc Explanation Brendan Kennedy Xisen Jin Aida Mostafazadeh Davani Morteza Dehghani Xiang Ren 80 141 0 05 May 2020