Title
When Less Language is More: Language-Reasoning Disentanglement Makes LLMs Better Multilingual Reasoners Weixiang Zhao Jiahe Guo Yang Deng Tongtong Wu Wenxuan Zhang ... Yanyan Zhao Wanxiang Che Bing Qin Tat-Seng Chua Ting Liu LRM 117 0 0 21 May 2025
Beware of Your Po! Measuring and Mitigating AI Safety Risks in Role-Play Fine-Tuning of LLMs Weixiang Zhao Yulin Hu Yang Deng Jiahe Guo Xingyu Sui ... An Zhang Yanyan Zhao Bing Qin Tat-Seng Chua Ting Liu 143 7 0 28 Feb 2025
JBShield: Defending Large Language Models from Jailbreak Attacks through Activated Concept Analysis and Manipulation Shenyi Zhang Yuchen Zhai Keyan Guo Hongxin Hu Shengnan Guo Zheng Fang Lingchen Zhao Chao Shen Cong Wang Qian Wang AAML 137 4 0 11 Feb 2025
Trading Inference-Time Compute for Adversarial Robustness Wojciech Zaremba Evgenia Nitishinskaya Boaz Barak Stephanie Lin Sam Toyer ... Rachel Dias Eric Wallace Kai Y. Xiao Johannes Heidecke Amelia Glaese LRM AAML 147 22 0 31 Jan 2025
Stealthy Jailbreak Attacks on Large Language Models via Benign Data Mirroring Honglin Mu Han He Yuxin Zhou Yunlong Feng Yang Xu ... Zeming Liu Xudong Han Qi Shi Qingfu Zhu Wanxiang Che AAML 77 1 0 28 Oct 2024
Surgical, Cheap, and Flexible: Mitigating False Refusal in Language Models via Single Vector Ablation Xinpeng Wang Chengzhi Hu Paul Röttger Barbara Plank 128 10 0 04 Oct 2024
Programming Refusal with Conditional Activation Steering Bruce W. Lee Inkit Padhi Karthikeyan N. Ramamurthy Erik Miehling Pierre Dognin Manish Nagireddy Amit Dhurandhar LLMSV 148 23 0 06 Sep 2024
HSF: Defending against Jailbreak Attacks with Hidden State Filtering Cheng Qian Hainan Zhang Lei Sha Zhiming Zheng AAML 36 4 0 31 Aug 2024
Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories Tianlong Wang Xianfeng Jiao Yifan He Zhongzhi Chen Yinghao Zhu Xu Chu Junyi Gao Yasha Wang Liantao Ma LLMSV 105 13 0 26 May 2024
Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators Yann Dubois Balázs Galambosi Percy Liang Tatsunori Hashimoto ALM 105 382 0 06 Apr 2024
InferAligner: Inference-Time Alignment for Harmlessness through Cross-Model Guidance Pengyu Wang Dong Zhang Linyang Li Chenkun Tan Xinghao Wang Ke Ren Botian Jiang Xipeng Qiu LLMSV 82 47 0 20 Jan 2024
Steering Llama 2 via Contrastive Activation Addition Nina Rimsky Nick Gabrieli Julian Schulz Meg Tong Evan Hubinger Alexander Matt Turner LLMSV 57 211 0 09 Dec 2023
GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts Jiahao Yu Xingwei Lin Zheng Yu Xinyu Xing SILM 182 342 0 19 Sep 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 291 1,455 0 27 Jul 2023
Jailbreak in pieces: Compositional Adversarial Attacks on Multi-Modal Language Models Erfan Shayegani Yue Dong Nael B. Abu-Ghazaleh 96 147 0 26 Jul 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 385 3,981 0 29 May 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 196 1,634 0 15 Dec 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 874 12,973 0 04 Mar 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 118 779 0 01 Dec 2021
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 514 42,449 0 03 Dec 2019