Automatic Pseudo-Harmful Prompt Generation for Evaluating False Refusals
in Large Language Models

Automatic Pseudo-Harmful Prompt Generation for Evaluating False Refusals in Large Language Models

1 September 2024

Ruiyi Zhang

Michael-Andrei Panaitescu-Liess

Furong Huang

Papers citing "Automatic Pseudo-Harmful Prompt Generation for Evaluating False Refusals in Large Language Models"

9 / 9 papers shown

Title
FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning Zhehao Zhang Weijie Xu Fanyou Wu Chandan K. Reddy 29 0 0 12 May 2025
No Free Lunch with Guardrails Divyanshu Kumar Nitin Aravind Birur Tanay Baswa Sahil Agarwal P. Harshangi 54 1 0 01 Apr 2025
In-Context Experience Replay Facilitates Safety Red-Teaming of Text-to-Image Diffusion Models Zhi-Yi Chin Kuan-Chen Mu Mario Fritz Pin-Yu Chen DiffM 85 0 0 25 Nov 2024
GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-time Alignment Yuancheng Xu Udari Madhushani Sehwag Alec Koppel Sicheng Zhu Bang An Furong Huang Sumitra Ganesh 55 6 0 10 Oct 2024
Surgical, Cheap, and Flexible: Mitigating False Refusal in Language Models via Single Vector Ablation Xinpeng Wang Chengzhi Hu Paul Röttger Barbara Plank 46 6 0 04 Oct 2024
WildChat: 1M ChatGPT Interaction Logs in the Wild Wenting Zhao Xiang Ren Jack Hessel Claire Cardie Yejin Choi Yuntian Deng 44 174 0 02 May 2024
COLD-Attack: Jailbreaking LLMs with Stealthiness and Controllability Xing-ming Guo Fangxu Yu Huan Zhang Lianhui Qin Bin Hu AAML 117 69 0 13 Feb 2024
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 225 444 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 313 11,953 0 04 Mar 2022