Explain Yourself! Leveraging Language Models for Commonsense Reasoning

6 June 2019

Papers citing "Explain Yourself! Leveraging Language Models for Commonsense Reasoning"

50 / 399 papers shown

Title
Focused Prefix Tuning for Controllable Text Generation Congda Ma Tianyu Zhao Makoto Shing Kei Sawada Manabu Okumura 70 8 0 01 Jun 2023
Self-Verification Improves Few-Shot Clinical Information Extraction Zelalem Gero Chandan Singh Hao Cheng Tristan Naumann Michel Galley Jianfeng Gao Hoifung Poon 116 61 0 30 May 2023
Faithfulness Tests for Natural Language Explanations Pepa Atanasova Oana-Maria Camburu Christina Lioma Thomas Lukasiewicz J. Simonsen Isabelle Augenstein FAtt 120 67 0 29 May 2023
Zero-shot Visual Question Answering with Language Model Feedback Yifan Du Junyi Li Tianyi Tang Wayne Xin Zhao Ji-Rong Wen 66 16 0 26 May 2023
Counterfactual reasoning: Testing language models' understanding of hypothetical scenarios Jiaxuan Li Lang-Chi Yu Allyson Ettinger LRM ELM 65 27 0 26 May 2023
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question Answering Jie He U. SimonChiLok Víctor Gutiérrez-Basulto Jeff Z. Pan 178 10 0 25 May 2023
Instructions as Backdoors: Backdoor Vulnerabilities of Instruction Tuning for Large Language Models Lyne Tchapmi Mingyu Derek Ma Fei Wang Chaowei Xiao Muhao Chen SILM 140 85 0 24 May 2023
Abductive Commonsense Reasoning Exploiting Mutually Exclusive Explanations Wenting Zhao Justin T. Chiu Claire Cardie Alexander M. Rush LRM 69 20 0 24 May 2023
Improving Factuality and Reasoning in Language Models through Multiagent Debate Yilun Du Shuang Li Antonio Torralba J. Tenenbaum Igor Mordatch LLMAG LRM 184 751 0 23 May 2023
Preconditioned Visual Language Inference with Weak Supervision Ehsan Qasemi Amani Maina-Kilaas Devadutta Dash Khalid Alsaggaf Muhao Chen 85 0 0 22 May 2023
MaNtLE: Model-agnostic Natural Language Explainer Rakesh R Menon Kerem Zaman Shashank Srivastava FAtt LRM 83 2 0 22 May 2023
ExplainCPE: A Free-text Explanation Benchmark of Chinese Pharmacist Examination Dongfang Li Jindi Yu Baotian Hu Zhenran Xu Hao Fei ELM 71 11 0 22 May 2023
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture Bingsheng Yao Ishan Jindal Lucian Popa Yannis Katsis Sayan Ghosh ... Yuxuan Lu Shashank Srivastava Yunyao Li James A. Hendler Dakuo Wang 77 11 0 22 May 2023
OPT-R: Exploring the Role of Explanations in Finetuning and Prompting for Reasoning Skills of Large Language Models Badr AlKhamissi Siddharth Verma Ping Yu Zhijing Jin Asli Celikyilmaz Mona T. Diab LRM ReLM 61 10 0 19 May 2023
TELeR: A General Taxonomy of LLM Prompts for Benchmarking Complex Tasks Shubhra (Santu) Karmaker Dongji Feng 96 60 0 19 May 2023
Explaining black box text modules in natural language with language models Chandan Singh Aliyah R. Hsu Richard Antonello Shailee Jain Alexander G. Huth Bin Yu Jianfeng Gao MILM 82 58 0 17 May 2023
ConvXAI: Delivering Heterogeneous AI Explanations via Conversations to Support Human-AI Scientific Writing Hua Shen Huang Chieh-Yang Tongshuang Wu Ting-Hao 'Kenneth' Huang 129 40 0 16 May 2023
What's the Meaning of Superhuman Performance in Today's NLU? Simone Tedeschi Johan Bos T. Declerck Jan Hajic Daniel Hershcovich ... Simon Krek Steven Schockaert Rico Sennrich Ekaterina Shutova Roberto Navigli ELM LM&MA VLM ReLM LRM 98 27 0 15 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 118 110 0 13 May 2023
ZARA: Improving Few-Shot Self-Rationalization for Small Language Models Wei-Lin Chen An-Zi Yen Cheng-Kuang Wu Hen-Hsen Huang Hsin-Hsi Chen ReLM LRM 52 11 0 12 May 2023
Are Machine Rationales (Not) Useful to Humans? Measuring and Improving Human Utility of Free-Text Rationales Brihi Joshi Ziyi Liu Sahana Ramnath Aaron Chan Zhewei Tong Shaoliang Nie Qifan Wang Yejin Choi Xiang Ren HAI LRM 85 35 0 11 May 2023
CAT: A Contextualized Conceptualization and Instantiation Framework for Commonsense Reasoning Weiqi Wang Tianqing Fang Baixuan Xu Chun Yi Louis Bo Yangqiu Song Lei Chen ReLM LRM 78 37 0 08 May 2023
SkillQG: Learning to Generate Question for Reading Comprehension Assessment Xiaoqiang Wang Bang Liu Siliang Tang Lingfei Wu 89 3 0 08 May 2023
Are Human Explanations Always Helpful? Towards Objective Evaluation of Human Natural Language Explanations Bingsheng Yao Prithviraj Sen Lucian Popa James A. Hendler Dakuo Wang XAI ELM FAtt 69 12 0 04 May 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 356 562 0 03 May 2023
Explaining Language Models' Predictions with High-Impact Concepts Ruochen Zhao Shafiq Joty Yongjie Wang Tan Wang LRM 88 9 0 03 May 2023
SCOTT: Self-Consistent Chain-of-Thought Distillation Jamie Yap Zhengyang Wang Zheng Li K. Lynch Bing Yin Xiang Ren LRM 141 97 0 03 May 2023
Connecting the Dots in Trustworthy Artificial Intelligence: From AI Principles, Ethics, and Key Requirements to Responsible AI Systems and Regulation Natalia Díaz Rodríguez Javier Del Ser Mark Coeckelbergh Marcos López de Prado E. Herrera-Viedma Francisco Herrera XAI 104 303 0 02 May 2023
Evaluating ChatGPT's Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness Bo Li Gexiang Fang Yang Yang Quansen Wang Wei Ye Wen Zhao Shikun Zhang ELM AI4MH 138 167 0 23 Apr 2023
Chain-of-Thought Predictive Control Zhiwei Jia Vineet Thumuluri Fangchen Liu Ling-Hao Chen Zhiao Huang H. Su LM&Ro 145 20 0 03 Apr 2023
ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models Ning Bian Xianpei Han Le Sun Hongyu Lin Yaojie Lu Xianpei Han Shanshan Jiang Bin Dong KELM ELM AI4MH LRM 141 80 0 29 Mar 2023
Explicit Planning Helps Language Models in Logical Reasoning Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 125 17 0 28 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 171 63 0 26 Mar 2023
Users are the North Star for AI Transparency Alex Mei Michael Stephen Saxon Shiyu Chang Zachary Chase Lipton William Yang Wang 65 10 0 09 Mar 2023
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? Chengwei Qin Q. Li Ruochen Zhao Shafiq Joty VLM LRM 91 16 0 16 Feb 2023
STREET: A Multi-Task Structured Reasoning and Explanation Benchmark D. Ribeiro Shen Wang Xiaofei Ma He Zhu Rui Dong ... William Yang Wang Zhiheng Huang George Karypis Bing Xiang Dan Roth LRM ReLM 82 23 0 13 Feb 2023
Rationalization for Explainable NLP: A Survey Sai Gurrapu Ajay Kulkarni Lifu Huang Ismini Lourentzou Laura J. Freeman Feras A. Batarseh 112 35 0 21 Jan 2023
Understanding Political Polarisation using Language Models: A dataset and method Samiran Gode Supreeth Bare Bhiksha Raj H. Yoo 36 0 0 02 Jan 2023
OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization Srinivasan Iyer Xi Lin Ramakanth Pasunuru Todor Mihaylov Daniel Simig ... Jeff Wang Christopher Dewan Asli Celikyilmaz Luke Zettlemoyer Veselin Stoyanov ALM 200 268 0 22 Dec 2022
Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss Policy for Transfer Learning Christopher T. Lengerich Gabriel Synnaeve Amy Zhang Hugh Leather Kurt Shuster Franccois Charton Charysse Redwood SSL OffRL 66 1 0 21 Dec 2022
Parsel: Algorithmic Reasoning with Language Models by Composing Decompositions E. Zelikman Qian Huang Gabriel Poesia Noah D. Goodman Nick Haber ReLM LRM 88 58 0 20 Dec 2022
Generic Temporal Reasoning with Differential Analysis and Explanation Yu Feng Ben Zhou Haoyu Wang H. Jin Dan Roth OOD 124 21 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 181 645 0 20 Dec 2022
KNIFE: Distilling Reasoning Knowledge From Free-Text Rationales Aaron Chan Zhiyuan Zeng Wyatt Lake Brihi Joshi Hanjie Chen Xiang Ren ReLM LRM 73 1 0 19 Dec 2022
Explanation Regeneration via Information Bottleneck Qintong Li Zhiyong Wu Lingpeng Kong Wei Bi 93 4 0 19 Dec 2022
ALERT: Adapting Language Models to Reasoning Tasks Ping Yu Tianlu Wang O. Yu. Golovneva Badr AlKhamissi Siddharth Verma Zhijing Jin Gargi Ghosh Mona T. Diab Asli Celikyilmaz ReLM LRM 85 19 0 16 Dec 2022
Going Beyond XAI: A Systematic Survey for Explanation-Guided Learning Yuyang Gao Siyi Gu Junji Jiang S. Hong Dazhou Yu Liang Zhao 76 42 0 07 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 116 5 0 07 Dec 2022
Counterfactual reasoning: Do language models need world knowledge for causal understanding? Jiaxuan Li Lang-Chi Yu Allyson Ettinger CML LRM 43 2 0 06 Dec 2022
Legal Prompting: Teaching a Language Model to Think Like a Lawyer Fang Yu Lee Quartey Frank Schilder ELM LRM 54 69 0 02 Dec 2022