Explain Yourself! Leveraging Language Models for Commonsense Reasoning

6 June 2019

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

50 / 161 papers shown

Title
Search-Based Correction of Reasoning Chains for Language Models Minsu Kim Jean-Pierre Falet Oliver E. Richardson Xiaoyin Chen Moksh Jain Sungjin Ahn Sungsoo Ahn Yoshua Bengio KELM ReLM LRM 28 0 0 17 May 2025
Mining Hidden Thoughts from Texts: Evaluating Continual Pretraining with Synthetic Data for LLM Reasoning Yoichi Ishibashi Taro Yano Masafumi Oyamada SyDa LRM 55 1 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 31 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 92 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 40 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 42 3 0 04 Aug 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 47 13 0 27 Jul 2024
Explanation Regularisation through the Lens of Attributions Pedro Ferreira Wilker Aziz Ivan Titov 56 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
A look under the hood of the Interactive Deep Learning Enterprise (No-IDLE) Daniel Sonntag Michael Barz Thiago S. Gouvêa VLM 54 4 0 27 Jun 2024
Large Language Models Cannot Explain Themselves Advait Sarkar LRM 48 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 45 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 55 1 0 03 Apr 2024
A Logical Pattern Memory Pre-trained Model for Entailment Tree Generation Li Yuan Yi Cai Haopeng Ren Jiexin Wang LRM 30 5 0 11 Mar 2024
CMA-R:Causal Mediation Analysis for Explaining Rumour Detection Lin Tian Xiuzhen Zhang Jey Han Lau 37 0 0 13 Feb 2024
Foundation Model Sherpas: Guiding Foundation Models through Knowledge and Reasoning D. Bhattacharjya Junkyu Lee Don Joven Agravante Balaji Ganesan Radu Marinescu LLMAG 38 1 0 02 Feb 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 32 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 34 16 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 48 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 44 3 0 24 Oct 2023
Driving with LLMs: Fusing Object-Level Vector Modality for Explainable Autonomous Driving Long Chen Oleg Sinavski Jan Hünermann Alice Karnsund Andrew James Willmott Danny Birch Daniel Maund Jamie Shotton MLLM 22 189 0 03 Oct 2023
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language Models Antoine Louis Gijs van Dijck Gerasimos Spanakis ELM AILaw 32 36 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 49 1 0 27 Aug 2023
Power-up! What Can Generative Models Do for Human Computation Workflows? Garrett Allen Gaole He U. Gadiraju 53 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 56 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 79 629 0 23 May 2023
MaNtLE: Model-agnostic Natural Language Explainer Rakesh R Menon Kerem Zaman Shashank Srivastava FAtt LRM 29 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 37 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 41 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 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 39 49 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 37 105 0 13 May 2023
SkillQG: Learning to Generate Question for Reading Comprehension Assessment Xiaoqiang Wang Bang Liu Siliang Tang Lingfei Wu 32 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 27 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 57 20 0 03 Apr 2023
Explicit Planning Helps Language Models in Logical Reasoning Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 40 17 0 28 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 56 54 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 28 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 33 23 0 13 Feb 2023
Understanding Political Polarisation using Language Models: A dataset and method Samiran Gode Supreeth Bare Bhiksha Raj H. Yoo 24 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 49 261 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 37 1 0 21 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 37 588 0 20 Dec 2022
Explanation Regeneration via Information Bottleneck Qintong Li Zhiyong Wu Lingpeng Kong Wei Bi 40 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 34 39 0 07 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 55 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 30 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