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
Distilling Reasoning Capabilities into Smaller Language Models Kumar Shridhar Alessandro Stolfo Mrinmaya Sachan LRM ReLM 127 176 0 01 Dec 2022
GPT-Neo for commonsense reasoning -- a theoretical and practical lens Rohan Kashyap Vivek Kashyap Narendra C.P ReLM ELM LRM 84 7 0 28 Nov 2022
Unsupervised Explanation Generation via Correct Instantiations Sijie Cheng Zhiyong Wu Jiangjie Chen Zhixing Li Yang Liu Lingpeng Kong ReLM LRM 80 5 0 21 Nov 2022
Towards Explaining Subjective Ground of Individuals on Social Media Younghun Lee Dan Goldwasser 63 1 0 18 Nov 2022
Are Hard Examples also Harder to Explain? A Study with Human and Model-Generated Explanations Swarnadeep Saha Peter Hase Nazneen Rajani Joey Tianyi Zhou LRM 68 15 0 14 Nov 2022
Towards Human-Centred Explainability Benchmarks For Text Classification Viktor Schlegel Erick Mendez Guzman Riza Batista-Navarro 96 5 0 10 Nov 2022
PINTO: Faithful Language Reasoning Using Prompt-Generated Rationales Peifeng Wang Aaron Chan Filip Ilievski Muhao Chen Xiang Ren LRM ReLM 117 65 0 03 Nov 2022
Natural Language Deduction with Incomplete Information Zayne Sprague Kaj Bostrom Swarat Chaudhuri Greg Durrett LRM 93 17 0 01 Nov 2022
RLET: A Reinforcement Learning Based Approach for Explainable QA with Entailment Trees Tengxiao Liu Qipeng Guo Xiangkun Hu Yue Zhang Xipeng Qiu Zheng Zhang LRM 75 14 0 31 Oct 2022
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models Xiaoman Pan Wenlin Yao Hongming Zhang Dian Yu Dong Yu Jianshu Chen KELM 296 25 0 28 Oct 2022
Does Self-Rationalization Improve Robustness to Spurious Correlations? Alexis Ross Matthew E. Peters Ana Marasović LRM 104 13 0 24 Oct 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 81 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 113 2 0 24 Oct 2022
Learning to Perform Complex Tasks through Compositional Fine-Tuning of Language Models Victor S. Bursztyn David Demeter Doug Downey Larry Birnbaum ReLM LRM 83 10 0 23 Oct 2022
WikiWhy: Answering and Explaining Cause-and-Effect Questions Matthew Ho Aditya Sharma Justin Chang Michael Stephen Saxon Sharon Levy Yujie Lu William Yang Wang ReLM KELM LRM 159 19 0 21 Oct 2022
Towards Human-centered Explainable AI: A Survey of User Studies for Model Explanations Yao Rong Tobias Leemann Thai-trang Nguyen Lisa Fiedler Peizhu Qian Vaibhav Unhelkar Tina Seidel Gjergji Kasneci Enkelejda Kasneci ELM 114 103 0 20 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 309 3,178 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 71 26 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 107 138 0 13 Oct 2022
REV: Information-Theoretic Evaluation of Free-Text Rationales Hanjie Chen Faeze Brahman Xiang Ren Yangfeng Ji Yejin Choi Swabha Swayamdipta 142 24 0 10 Oct 2022
Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering Jiacheng Liu Skyler Hallinan Ximing Lu Pengfei He Sean Welleck Hannaneh Hajishirzi Yejin Choi RALM 99 60 0 06 Oct 2022
Efficiently Enhancing Zero-Shot Performance of Instruction Following Model via Retrieval of Soft Prompt Seonghyeon Ye Joel Jang Doyoung Kim Yongrae Jo Minjoon Seo VLM 104 2 0 06 Oct 2022
Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot Learners Seonghyeon Ye Doyoung Kim Joel Jang Joongbo Shin Minjoon Seo FedML VLM UQCV LRM 113 25 0 06 Oct 2022
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks Zhenhailong Wang Xiaoman Pan Dian Yu Dong Yu Jianshu Chen Heng Ji VLM 109 10 0 01 Oct 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 237 121 0 22 Sep 2022
Elaboration-Generating Commonsense Question Answering at Scale Wenya Wang Vivek Srikumar Hannaneh Hajishirzi Noah A. Smith ELM LRM 76 15 0 02 Sep 2022
Interactive and Visual Prompt Engineering for Ad-hoc Task Adaptation with Large Language Models Hendrik Strobelt Albert Webson Victor Sanh Benjamin Hoover Johanna Beyer Hanspeter Pfister Alexander M. Rush VLM 78 142 0 16 Aug 2022
Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives Alex Bogatu Zili Zhou Dónal Landers André Freitas LRM 48 2 0 02 Aug 2022
An Interpretability Evaluation Benchmark for Pre-trained Language Models Ya-Ming Shen Lijie Wang Ying-Cong Chen Xinyan Xiao Jing Liu Hua Wu 79 4 0 28 Jul 2022
Explaining Chest X-ray Pathologies in Natural Language Maxime Kayser Cornelius Emde Oana-Maria Camburu Guy Parsons B. Papież Thomas Lukasiewicz MedIm 66 28 0 09 Jul 2022
Can Language Models perform Abductive Commonsense Reasoning? Seung-Kyum Kim ReLM LRM 54 1 0 07 Jul 2022
FRAME: Evaluating Rationale-Label Consistency Metrics for Free-Text Rationales Aaron Chan Shaoliang Nie Liang Tan Xiaochang Peng Hamed Firooz Maziar Sanjabi Xiang Ren 118 10 0 02 Jul 2022
Rationale-Augmented Ensembles in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Denny Zhou ReLM LRM 121 126 0 02 Jul 2022
KnowDA: All-in-One Knowledge Mixture Model for Data Augmentation in Low-Resource NLP Yufei Wang Jiayi Zheng Can Xu Xiubo Geng Tao Shen Chongyang Tao Daxin Jiang VLM MoE 77 2 0 21 Jun 2022
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-Experts Qinyuan Ye Juan Zha Xiang Ren MoE 80 14 0 25 May 2022
Investigating the Benefits of Free-Form Rationales Jiao Sun Swabha Swayamdipta Jonathan May Xuezhe Ma 90 15 0 25 May 2022
ER-Test: Evaluating Explanation Regularization Methods for Language Models Brihi Joshi Aaron Chan Ziyi Liu Shaoliang Nie Maziar Sanjabi Hamed Firooz Xiang Ren AAML 93 6 0 25 May 2022
Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI Suzanna Sia Anton Belyy Amjad Almahairi Madian Khabsa Luke Zettlemoyer Lambert Mathias LRM 74 13 0 25 May 2022
FLUTE: Figurative Language Understanding through Textual Explanations Tuhin Chakrabarty Arkadiy Saakyan Debanjan Ghosh Smaranda Muresan 117 73 0 24 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 606 4,544 0 24 May 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 321 197 0 24 May 2022
Towards Tracing Factual Knowledge in Language Models Back to the Training Data Ekin Akyürek Tolga Bolukbasi Frederick Liu Binbin Xiong Ian Tenney Jacob Andreas Kelvin Guu HILM 53 12 0 23 May 2022
A Fine-grained Interpretability Evaluation Benchmark for Neural NLP Lijie Wang Yaozong Shen Shu-ping Peng Shuai Zhang Xinyan Xiao Hao Liu Hongxuan Tang Ying-Cong Chen Hua Wu Haifeng Wang ELM 104 22 0 23 May 2022
Chain of Thought Imitation with Procedure Cloning Mengjiao Yang Dale Schuurmans Pieter Abbeel Ofir Nachum OffRL 111 33 0 22 May 2022
Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner D. Ribeiro Shen Wang Xiaofei Ma Rui Dong Xiaokai Wei ... Xinchi Chen Zhiheng Huang Peng Xu Andrew O. Arnold Dan Roth ReLM LRM 73 37 0 18 May 2022
e-CARE: a New Dataset for Exploring Explainable Causal Reasoning Li Du Xiao Ding Kai Xiong Ting Liu Bing Qin CML 82 67 0 12 May 2022
The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning Xi Ye Greg Durrett ReLM LRM 116 186 0 06 May 2022
METGEN: A Module-Based Entailment Tree Generation Framework for Answer Explanation Ruixin Hong Hongming Zhang Xintong Yu Changshui Zhang ReLM LRM 95 33 0 05 May 2022
Clues Before Answers: Generation-Enhanced Multiple-Choice QA Zixian Huang Ao Wu Jiaying Zhou Yu Gu Yue Zhao Gong Cheng 41 27 0 30 Apr 2022
It Takes Two Flints to Make a Fire: Multitask Learning of Neural Relation and Explanation Classifiers Zheng Tang Mihai Surdeanu 136 6 0 25 Apr 2022