Navigating the OverKill in Large Language Models

Navigating the OverKill in Large Language Models

31 January 2024

Xuanjing Huang

Dahua Lin

Papers citing "Navigating the OverKill in Large Language Models"

13 / 13 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
aiXamine: Simplified LLM Safety and Security Fatih Deniz Dorde Popovic Yazan Boshmaf Euisuh Jeong M. Ahmad Sanjay Chawla Issa M. Khalil ELM 75 0 0 21 Apr 2025
Safeguarding System Prompts for LLMs Zhifeng Jiang Zhihua Jin Guoliang He AAML SILM 103 1 0 10 Jan 2025
Enhancing Multiple Dimensions of Trustworthiness in LLMs via Sparse Activation Control Yuxin Xiao Chaoqun Wan Yonggang Zhang Wenxiao Wang Binbin Lin Xiaofei He Xu Shen Jieping Ye 24 0 0 04 Nov 2024
What's New in My Data? Novelty Exploration via Contrastive Generation Masaru Isonuma Ivan Titov 26 0 0 18 Oct 2024
You Know What I'm Saying: Jailbreak Attack via Implicit Reference Tianyu Wu Lingrui Mei Ruibin Yuan Lujun Li Wei Xue Yike Guo 38 1 0 04 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
Automatic Pseudo-Harmful Prompt Generation for Evaluating False Refusals in Large Language Models Bang An Sicheng Zhu Ruiyi Zhang Michael-Andrei Panaitescu-Liess Yuancheng Xu Furong Huang AAML 31 11 0 01 Sep 2024
$R^2$ -Guard: Robust Reasoning Enabled LLM Guardrail via Knowledge-Enhanced Logical Reasoning Mintong Kang Bo-wen Li LRM 32 12 0 08 Jul 2024
JailbreakLens: Visual Analysis of Jailbreak Attacks Against Large Language Models Yingchaojie Feng Zhizhang Chen Zhining Kang Sijia Wang Minfeng Zhu Wei Zhang Wei Chen 40 3 0 12 Apr 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 218 443 0 23 Aug 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 295 4,077 0 24 May 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 306 11,909 0 04 Mar 2022