On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

15 December 2022

Diyi Yang

Papers citing "On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning"

33 / 33 papers shown

Title
Unified Attacks to Large Language Model Watermarks: Spoofing and Scrubbing in Unauthorized Knowledge Distillation Xin Yi Shunfan Zhengc Linlin Wanga Xiaoling Wang Liang He Liang He AAML 142 0 0 24 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Z. Chen Z. Z. Ren Maarten de Rijke 38 0 0 05 Apr 2025
Intent-Aware Self-Correction for Mitigating Social Biases in Large Language Models Panatchakorn Anantaprayoon Masahiro Kaneko Naoaki Okazaki LRM KELM 52 0 0 08 Mar 2025
Enhancing Safety in Reinforcement Learning with Human Feedback via Rectified Policy Optimization Xiyue Peng Hengquan Guo Jiawei Zhang Dongqing Zou Ziyu Shao Honghao Wei Xin Liu 44 0 0 25 Oct 2024
Weak-to-Strong Generalization beyond Accuracy: a Pilot Study in Safety, Toxicity, and Legal Reasoning Ruimeng Ye Yang Xiao Bo Hui ALM ELM OffRL 29 2 0 16 Oct 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 79 13 0 16 Aug 2024
Brittle Minds, Fixable Activations: Understanding Belief Representations in Language Models Matteo Bortoletto Constantin Ruhdorfer Lei Shi Andreas Bulling AI4MH LRM 46 5 0 25 Jun 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 58 51 0 20 Jun 2024
A safety realignment framework via subspace-oriented model fusion for large language models Xin Yi Shunfan Zheng Linlin Wang Xiaoling Wang Liang He 60 20 0 15 May 2024
Quite Good, but Not Enough: Nationality Bias in Large Language Models -- A Case Study of ChatGPT Shucheng Zhu Weikang Wang Ying Liu 37 5 0 11 May 2024
Multi-News+: Cost-efficient Dataset Cleansing via LLM-based Data Annotation Juhwan Choi Jungmin Yun Kyohoon Jin Youngbin Kim 32 4 0 15 Apr 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 58 31 0 08 Apr 2024
Sowing the Wind, Reaping the Whirlwind: The Impact of Editing Language Models Rima Hazra Sayan Layek Somnath Banerjee Soujanya Poria KELM 34 17 0 19 Jan 2024
From Classification to Clinical Insights: Towards Analyzing and Reasoning About Mobile and Behavioral Health Data With Large Language Models Zachary Englhardt Chengqian Ma Margaret E. Morris X. Xu Chun-Cheng Chang Lianhui Qin Daniel J. McDuff Xin Liu Shwetak N. Patel Vikram Iyer AI4MH 47 11 0 21 Nov 2023
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 36 53 0 20 Nov 2023
How Trustworthy are Open-Source LLMs? An Assessment under Malicious Demonstrations Shows their Vulnerabilities Lingbo Mo Boshi Wang Muhao Chen Huan Sun 29 27 0 15 Nov 2023
CMD: a framework for Context-aware Model self-Detoxification Zecheng Tang Keyan Zhou Juntao Li Yuyang Ding Pinzheng Wang Bowen Yan Minzhang MU 23 5 0 16 Aug 2023
"Do Anything Now": Characterizing and Evaluating In-The-Wild Jailbreak Prompts on Large Language Models Xinyue Shen Z. Chen Michael Backes Yun Shen Yang Zhang SILM 40 245 0 07 Aug 2023
Jailbroken: How Does LLM Safety Training Fail? Alexander Wei Nika Haghtalab Jacob Steinhardt 86 839 0 05 Jul 2023
ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for Document Information Extraction Jiabang He Lei Wang Yingpeng Hu Ning Liu Hui-juan Liu Xingdong Xu Hengtao Shen MLLM 6 47 0 09 Mar 2023
The Capacity for Moral Self-Correction in Large Language Models Deep Ganguli Amanda Askell Nicholas Schiefer Thomas I. Liao Kamil.e Lukovsiut.e ... Tom B. Brown C. Olah Jack Clark Sam Bowman Jared Kaplan LRM ReLM 45 158 0 15 Feb 2023
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 71 311 0 19 Dec 2022
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 172 327 0 06 Oct 2022
Ask Me Anything: A simple strategy for prompting language models Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 214 207 0 05 Oct 2022
Psychologically-informed chain-of-thought prompts for metaphor understanding in large language models Ben Prystawski P. Thibodeau Christopher Potts Noah D. Goodman ReLM LRM AI4CE 34 21 0 16 Sep 2022
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 225 446 0 23 Aug 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 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
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 367 8,495 0 28 Jan 2022
BBQ: A Hand-Built Bias Benchmark for Question Answering Alicia Parrish Angelica Chen Nikita Nangia Vishakh Padmakumar Jason Phang Jana Thompson Phu Mon Htut Sam Bowman 217 367 0 15 Oct 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,919 0 31 Dec 2020
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 257 620 0 04 Dec 2018