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HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models

2 October 2024

Seanie Lee

Juho Lee

Sung Ju Hwang

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Papers citing "HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models"

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Title
Distilling LLM Agent into Small Models with Retrieval and Code Tools Minki Kang Jongwon Jeong Seanie Lee Jaewoong Cho Sung Ju Hwang LRM 246 2 0 23 May 2025
X-Guard: Multilingual Guard Agent for Content Moderation Bibek Upadhayay Vahid Behzadan Ph.D 91 3 0 11 Apr 2025
SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models Seanie Lee Dong Bok Lee Dominik Wagner Minki Kang Haebin Seong Tobias Bocklet Juho Lee Sung Ju Hwang 86 2 0 18 Feb 2025
Qwen2 Technical Report An Yang Baosong Yang Binyuan Hui Jian Xu Bowen Yu ... Yuqiong Liu Zeyu Cui Zhenru Zhang Zhifang Guo Zhi-Wei Fan OSLM VLM MU 196 981 0 15 Jul 2024
WildGuard: Open One-Stop Moderation Tools for Safety Risks, Jailbreaks, and Refusals of LLMs Seungju Han Kavel Rao Allyson Ettinger Liwei Jiang Bill Yuchen Lin Nathan Lambert Yejin Choi Nouha Dziri 120 101 0 26 Jun 2024
Learning diverse attacks on large language models for robust red-teaming and safety tuning Seanie Lee Minsu Kim Lynn Cherif David Dobre Juho Lee ... Kenji Kawaguchi Gauthier Gidel Yoshua Bengio Nikolay Malkin Moksh Jain AAML 154 20 0 28 May 2024
AdvPrompter: Fast Adaptive Adversarial Prompting for LLMs Anselm Paulus Arman Zharmagambetov Chuan Guo Brandon Amos Yuandong Tian AAML 119 66 0 21 Apr 2024
AEGIS: Online Adaptive AI Content Safety Moderation with Ensemble of LLM Experts Shaona Ghosh Prasoon Varshney Erick Galinkin Christopher Parisien ELM 88 52 0 09 Apr 2024
Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks Maksym Andriushchenko Francesco Croce Nicolas Flammarion AAML 161 221 0 02 Apr 2024
JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models Patrick Chao Edoardo Debenedetti Alexander Robey Maksym Andriushchenko Francesco Croce ... Nicolas Flammarion George J. Pappas F. Tramèr Hamed Hassani Eric Wong ALM ELM AAML 120 141 0 28 Mar 2024
Curiosity-driven Red-teaming for Large Language Models Zhang-Wei Hong Idan Shenfeld Tsun-Hsuan Wang Yung-Sung Chuang Aldo Pareja James R. Glass Akash Srivastava Pulkit Agrawal LRM 106 45 0 29 Feb 2024
MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases Zechun Liu Changsheng Zhao Forrest N. Iandola Chen Lai Yuandong Tian ... Ernie Chang Yangyang Shi Raghuraman Krishnamoorthi Liangzhen Lai Vikas Chandra ALM 129 101 0 22 Feb 2024
Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications Boyi Wei Kaixuan Huang Yangsibo Huang Tinghao Xie Xiangyu Qi Mengzhou Xia Prateek Mittal Mengdi Wang Peter Henderson AAML 133 118 0 07 Feb 2024
HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal Mantas Mazeika Long Phan Xuwang Yin Andy Zou Zifan Wang ... Nathaniel Li Steven Basart Bo Li David A. Forsyth Dan Hendrycks AAML 106 417 0 06 Feb 2024
Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations Hakan Inan Kartikeya Upasani Jianfeng Chi Rashi Rungta Krithika Iyer ... Michael Tontchev Qing Hu Brian Fuller Davide Testuggine Madian Khabsa AI4MH 165 463 0 07 Dec 2023
ToxicChat: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-AI Conversation Zi Lin Zihan Wang Yongqi Tong Yangkun Wang Yuxin Guo Yujia Wang Jingbo Shang AI4MH 85 114 0 26 Oct 2023
Jailbreaking Black Box Large Language Models in Twenty Queries Patrick Chao Alexander Robey Yan Sun Hamed Hassani George J. Pappas Eric Wong AAML 142 707 0 12 Oct 2023
Jailbreak and Guard Aligned Language Models with Only Few In-Context Demonstrations Zeming Wei Yifei Wang Ang Li Yichuan Mo Yisen Wang 105 278 0 10 Oct 2023
AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models Xiaogeng Liu Nan Xu Muhao Chen Chaowei Xiao SILM 90 332 0 03 Oct 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 121 283 0 12 Aug 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 295 1,518 0 27 Jul 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 413 12,076 0 18 Jul 2023
Jailbroken: How Does LLM Safety Training Fail? Alexander Wei Nika Haghtalab Jacob Steinhardt 209 1,001 0 05 Jul 2023
Knowledge-Augmented Reasoning Distillation for Small Language Models in Knowledge-Intensive Tasks Minki Kang Seanie Lee Jinheon Baek Kenji Kawaguchi Sung Ju Hwang ALM LRM 100 64 0 28 May 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 159 2,253 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 121 351 0 20 Dec 2022
A Holistic Approach to Undesired Content Detection in the Real World Todor Markov Chong Zhang Sandhini Agarwal Tyna Eloundou Teddy Lee Steven Adler Angela Jiang L. Weng 113 236 0 05 Aug 2022
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness Tri Dao Daniel Y. Fu Stefano Ermon Atri Rudra Christopher Ré VLM 256 2,285 0 27 May 2022
Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback Yuntao Bai Andy Jones Kamal Ndousse Amanda Askell Anna Chen ... Jack Clark Sam McCandlish C. Olah Benjamin Mann Jared Kaplan 256 2,623 0 12 Apr 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 90 388 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 183 668 0 07 Feb 2022
Trajectory balance: Improved credit assignment in GFlowNets Nikolay Malkin Moksh Jain Emmanuel Bengio Chen Sun Yoshua Bengio 248 184 0 31 Jan 2022
DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing Pengcheng He Jianfeng Gao Weizhu Chen 196 1,208 0 18 Nov 2021
Ruddit: Norms of Offensiveness for English Reddit Comments Rishav Hada S. Sudhir Pushkar Mishra H. Yannakoudakis Saif M. Mohammad Ekaterina Shutova 80 37 0 10 Jun 2021
Flow Network based Generative Models for Non-Iterative Diverse Candidate Generation Emmanuel Bengio Moksh Jain Maksym Korablyov Doina Precup Yoshua Bengio 103 336 0 08 Jun 2021
Learning to Perturb Word Embeddings for Out-of-distribution QA Seanie Lee Minki Kang Juho Lee Sung Ju Hwang OOD 82 19 0 06 May 2021
Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection Bertie Vidgen Tristan Thrush Zeerak Talat Douwe Kiela 136 273 0 31 Dec 2020
HateBERT: Retraining BERT for Abusive Language Detection in English Tommaso Caselli Valerio Basile Jelena Mitrović Michael Granitzer 96 376 0 23 Oct 2020
SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain Robustness Nathan Ng Kyunghyun Cho Marzyeh Ghassemi 73 146 0 21 Sep 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 169 2,754 0 05 Jun 2020
MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers Wenhui Wang Furu Wei Li Dong Hangbo Bao Nan Yang Ming Zhou VLM 184 1,282 0 25 Feb 2020
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 565 42,639 0 03 Dec 2019
TinyBERT: Distilling BERT for Natural Language Understanding Xiaoqi Jiao Yichun Yin Lifeng Shang Xin Jiang Xiao Chen Linlin Li F. Wang Qun Liu VLM 113 1,872 0 23 Sep 2019
Patient Knowledge Distillation for BERT Model Compression S. Sun Yu Cheng Zhe Gan Jingjing Liu 142 843 0 25 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 697 24,557 0 26 Jul 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 119 1,963 0 31 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 1.1K 7,201 0 20 Apr 2018
Deep reinforcement learning from human preferences Paul Christiano Jan Leike Tom B. Brown Miljan Martic Shane Legg Dario Amodei 218 3,377 0 12 Jun 2017
Sequence-Level Knowledge Distillation Yoon Kim Alexander M. Rush 132 1,123 0 25 Jun 2016