Explain Yourself! Leveraging Language Models for Commonsense Reasoning

6 June 2019

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

50 / 145 papers shown

Title
Mining Hidden Thoughts from Texts: Evaluating Continual Pretraining with Synthetic Data for LLM Reasoning Yoichi Ishibashi Taro Yano Masafumi Oyamada SyDa LRM 44 0 0 15 May 2025
Honey, I Shrunk the Language Model: Impact of Knowledge Distillation Methods on Performance and Explainability Daniel Hendriks Philipp Spitzer Niklas Kühl G. Satzger 27 2 0 22 Apr 2025
ClarityEthic: Explainable Moral Judgment Utilizing Contrastive Ethical Insights from Large Language Models Yuxi Sun Wei Gao Jing Ma Hongzhan Lin Ziyang Luo Wenxuan Zhang ELM 82 0 0 17 Dec 2024
When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations Huaizhi Ge Yiming Li Qifan Wang Yongfeng Zhang Ruixiang Tang AAML SILM 86 0 0 19 Nov 2024
Efficient Knowledge Distillation: Empowering Small Language Models with Teacher Model Insights Mohamad Ballout U. Krumnack Gunther Heidemann Kai-Uwe Kühnberger 35 2 0 19 Sep 2024
DiReCT: Diagnostic Reasoning for Clinical Notes via Large Language Models Bowen Wang Jiuyang Chang Yiming Qian Guoxin Chen Junhao Chen Zhouqiang Jiang Jiahao Zhang Yuta Nakashima Hajime Nagahara LM&MA ELM LRM 40 3 0 04 Aug 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 42 13 0 27 Jul 2024
Explanation Regularisation through the Lens of Attributions Pedro Ferreira Wilker Aziz Ivan Titov 46 1 0 23 Jul 2024
Retrieved In-Context Principles from Previous Mistakes Hao Sun Yong-jia Jiang Bo Wang Yingyan Hou Yan Zhang Pengjun Xie Fei Huang 63 1 0 08 Jul 2024
Large Language Models Cannot Explain Themselves Advait Sarkar LRM 43 7 0 07 May 2024
Okay, Let's Do This! Modeling Event Coreference with Generated Rationales and Knowledge Distillation Abhijnan Nath Shadi Manafi Avyakta Chelle Nikhil Krishnaswamy 40 1 0 04 Apr 2024
Exploring the Trade-off Between Model Performance and Explanation Plausibility of Text Classifiers Using Human Rationales Lucas Resck Marcos M. Raimundo Jorge Poco 50 1 0 03 Apr 2024
Multi-Defendant Legal Judgment Prediction via Hierarchical Reasoning Yougang Lyu Jitai Hao Zihan Wang Kai Zhao Shen Gao Pengjie Ren Zhumin Chen Fang Wang Zhaochun Ren AILaw 21 9 0 10 Dec 2023
Deceptive Semantic Shortcuts on Reasoning Chains: How Far Can Models Go without Hallucination? Bangzheng Li Ben Zhou Fei Wang Xingyu Fu Dan Roth Muhao Chen HILM LRM 29 15 0 16 Nov 2023
Mirror: A Universal Framework for Various Information Extraction Tasks Tong Zhu Junfei Ren Zijian Yu Mengsong Wu Guoliang Zhang Xiaoye Qu Wenliang Chen Zhefeng Wang Baoxing Huai Min Zhang 41 14 0 09 Nov 2023
From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning Zheyuan Zhang Shane Storks Fengyuan Hu Sungryull Sohn Moontae Lee Honglak Lee Joyce Chai LRM 39 3 0 24 Oct 2023
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language Models Antoine Louis Gijs van Dijck Gerasimos Spanakis ELM AILaw 30 35 0 29 Sep 2023
Situated Natural Language Explanations Zining Zhu Hao Jiang Jingfeng Yang Sreyashi Nag Chao Zhang Jie Huang Yifan Gao Frank Rudzicz Bing Yin LRM 44 1 0 27 Aug 2023
Power-up! What Can Generative Models Do for Human Computation Workflows? Garrett Allen Gaole He U. Gadiraju 44 3 0 05 Jul 2023
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question Answering Jie He U. SimonChiLok Víctor Gutiérrez-Basulto Jeff Z. Pan 49 10 0 25 May 2023
Improving Factuality and Reasoning in Language Models through Multiagent Debate Yilun Du Shuang Li Antonio Torralba J. Tenenbaum Igor Mordatch LLMAG LRM 79 614 0 23 May 2023
MaNtLE: Model-agnostic Natural Language Explainer Rakesh R Menon Kerem Zaman Shashank Srivastava FAtt LRM 24 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 13 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 34 10 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 35 10 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-Xia Yu Jianfeng Gao MILM 34 47 0 17 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 47 26 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 32 104 0 13 May 2023
SkillQG: Learning to Generate Question for Reading Comprehension Assessment Xiaoqiang Wang Bang Liu Siliang Tang Lingfei Wu 25 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 25 10 0 04 May 2023
Chain-of-Thought Predictive Control Zhiwei Jia Vineet Thumuluri Fangchen Liu Ling-Hao Chen Zhiao Huang H. Su LM&Ro 39 20 0 03 Apr 2023
Explicit Planning Helps Language Models in Logical Reasoning Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 40 16 0 28 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 49 53 0 26 Mar 2023
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? Chengwei Qin Q. Li Ruochen Zhao Chenyu You VLM LRM 23 15 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 28 23 0 13 Feb 2023
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 27 1 0 21 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 32 586 0 20 Dec 2022
Explanation Regeneration via Information Bottleneck Qintong Li Zhiyong Wu Lingpeng Kong Wei Bi 30 3 0 19 Dec 2022
Going Beyond XAI: A Systematic Survey for Explanation-Guided Learning Yuyang Gao Siyi Gu Junji Jiang S. Hong Dazhou Yu Liang Zhao 29 39 0 07 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 44 4 0 07 Dec 2022
Counterfactual reasoning: Do language models need world knowledge for causal understanding? Jiaxuan Li Lang-Chi Yu Allyson Ettinger CML LRM 19 1 0 06 Dec 2022
Legal Prompting: Teaching a Language Model to Think Like a Lawyer Fang Yu Lee Quartey Frank Schilder ELM LRM 18 64 0 02 Dec 2022
Towards Explaining Subjective Ground of Individuals on Social Media Younghun Lee Dan Goldwasser 31 1 0 18 Nov 2022
Towards Human-Centred Explainability Benchmarks For Text Classification Viktor Schlegel Erick Mendez Guzman R. Batista-Navarro 28 5 0 10 Nov 2022
Natural Language Deduction with Incomplete Information Zayne Sprague Kaj Bostrom Swarat Chaudhuri Greg Durrett LRM 51 17 0 01 Nov 2022
ExPUNations: Augmenting Puns with Keywords and Explanations Jiao Sun Anjali Narayan-Chen Shereen Oraby Alessandra Cervone Tagyoung Chung Jing Huang Yang Liu Nanyun Peng 19 10 0 24 Oct 2022
Different Tunes Played with Equal Skill: Exploring a Unified Optimization Subspace for Delta Tuning Jing Yi Weize Chen Yujia Qin Yankai Lin Ning Ding Xu Han Zhiyuan Liu Maosong Sun Jie Zhou 20 2 0 24 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 100 2,999 0 20 Oct 2022
Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice Perspective Ping Yang Junjie Wang Ruyi Gan Xinyu Zhu Lin Zhang Ziwei Wu Xinyu Gao Jiaxing Zhang Tetsuya Sakai BDL 22 25 0 16 Oct 2022
Explanations from Large Language Models Make Small Reasoners Better Shiyang Li Jianshu Chen Yelong Shen Zhiyu Zoey Chen Xinlu Zhang ... Jingu Qian Baolin Peng Yi Mao Wenhu Chen Xifeng Yan ReLM LRM 43 129 0 13 Oct 2022