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
Generating Hypothetical Events for Abductive Inference Debjit Paul Anette Frank ReLM LRM 60 7 0 07 Jun 2021
multiPRover: Generating Multiple Proofs for Improved Interpretability in Rule Reasoning Swarnadeep Saha Prateek Yadav Joey Tianyi Zhou ReLM LRM 92 26 0 02 Jun 2021
Decision Transformer: Reinforcement Learning via Sequence Modeling Lili Chen Kevin Lu Aravind Rajeswaran Kimin Lee Aditya Grover Michael Laskin Pieter Abbeel A. Srinivas Igor Mordatch OffRL 196 1,667 0 02 Jun 2021
Conversational Question Answering: A Survey Munazza Zaib Wei Emma Zhang Quan Z. Sheng A. Mahmood Yang Zhang 89 91 0 02 Jun 2021
A Semantic-based Method for Unsupervised Commonsense Question Answering Yilin Niu Fei Huang Jiaming Liang Wenkai Chen Xiaoyan Zhu Minlie Huang LRM 84 13 0 31 May 2021
Encoding Explanatory Knowledge for Zero-shot Science Question Answering Zili Zhou Marco Valentino Dónal Landers André Freitas 86 7 0 12 May 2021
Incorporating Commonsense Knowledge Graph in Pretrained Models for Social Commonsense Tasks Ting-Yun Chang Yang Liu Karthik Gopalakrishnan Behnam Hedayatnia Pei Zhou Dilek Z. Hakkani-Tür ReLM AI4MH LRM 84 37 0 12 May 2021
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks Maxime Kayser Oana-Maria Camburu Leonard Salewski Cornelius Emde Virginie Do Zeynep Akata Thomas Lukasiewicz VLM 112 101 0 08 May 2021
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards Marco Valentino Ian Pratt-Hartman André Freitas XAI LRM 84 11 0 05 May 2021
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks Lisa Bauer Mohit Bansal 48 19 0 20 Apr 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 304 185 0 18 Apr 2021
Flexible Generation of Natural Language Deductions Kaj Bostrom Xinyu Zhao Swarat Chaudhuri Greg Durrett ReLM LRM 317 33 0 18 Apr 2021
SalKG: Learning From Knowledge Graph Explanations for Commonsense Reasoning Aaron Chan Lyne Tchapmi Bo Long Soumya Sanyal Tanishq Gupta Xiang Ren ReLM LRM 110 11 0 18 Apr 2021
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 313 186 0 17 Apr 2021
Supervising Model Attention with Human Explanations for Robust Natural Language Inference Joe Stacey Yonatan Belinkov Marek Rei 75 48 0 16 Apr 2021
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning Swarnadeep Saha Prateek Yadav Lisa Bauer Joey Tianyi Zhou LRM 90 59 0 15 Apr 2021
NAREOR: The Narrative Reordering Problem Varun Gangal Steven Y. Feng Malihe Alikhani Teruko Mitamura Eduard H. Hovy 98 26 0 14 Apr 2021
Explaining the Road Not Taken Hua Shen Ting-Hao 'Kenneth' Huang FAtt XAI 64 9 0 27 Mar 2021
SelfExplain: A Self-Explaining Architecture for Neural Text Classifiers Dheeraj Rajagopal Vidhisha Balachandran Eduard H. Hovy Yulia Tsvetkov MILM SSL FAtt AI4TS 90 67 0 23 Mar 2021
Lawyers are Dishonest? Quantifying Representational Harms in Commonsense Knowledge Resources Ninareh Mehrabi Pei Zhou Fred Morstatter Jay Pujara Xiang Ren Aram Galstyan AILaw 143 45 0 21 Mar 2021
Local Interpretations for Explainable Natural Language Processing: A Survey Siwen Luo Hamish Ivison S. Han Josiah Poon MILM 120 51 0 20 Mar 2021
A Study of Automatic Metrics for the Evaluation of Natural Language Explanations Miruna Clinciu Arash Eshghi H. Hastie 105 57 0 15 Mar 2021
Rissanen Data Analysis: Examining Dataset Characteristics via Description Length Ethan Perez Douwe Kiela Kyunghyun Cho 82 24 0 05 Mar 2021
Benchmarking and Survey of Explanation Methods for Black Box Models F. Bodria F. Giannotti Riccardo Guidotti Francesca Naretto D. Pedreschi S. Rinzivillo XAI 127 234 0 25 Feb 2021
Teach Me to Explain: A Review of Datasets for Explainable Natural Language Processing Sarah Wiegreffe Ana Marasović XAI 93 146 0 24 Feb 2021
When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data Peter Hase Joey Tianyi Zhou XAI 132 89 0 03 Feb 2021
Understanding in Artificial Intelligence S. Maetschke D. M. Iraola Pieter Barnard Elaheh Shafieibavani Peter Zhong Ying Xu Antonio Jimeno Yepes ELM VLM 46 0 0 17 Jan 2021
Reasoning over Vision and Language: Exploring the Benefits of Supplemental Knowledge Violetta Shevchenko Damien Teney A. Dick Anton Van Den Hengel 83 28 0 15 Jan 2021
Explainability of deep vision-based autonomous driving systems: Review and challenges Éloi Zablocki H. Ben-younes P. Pérez Matthieu Cord XAI 186 178 0 13 Jan 2021
Benchmarking Knowledge-Enhanced Commonsense Question Answering via Knowledge-to-Text Transformation Ning Bian Xianpei Han Bo Chen Le Sun ELM 49 43 0 04 Jan 2021
KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation Yiran Xing Z. Shi Zhao Meng Gerhard Lakemeyer Yunpu Ma Roger Wattenhofer VLM 128 40 0 02 Jan 2021
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging Han Guo Nazneen Rajani Peter Hase Joey Tianyi Zhou Caiming Xiong TDI 133 116 0 31 Dec 2020
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation Kushal Lakhotia Bhargavi Paranjape Asish Ghoshal Wen-tau Yih Yashar Mehdad Srini Iyer 63 28 0 31 Dec 2020
Human Evaluation of Spoken vs. Visual Explanations for Open-Domain QA Ana Valeria González Gagan Bansal Angela Fan Robin Jia Yashar Mehdad Srini Iyer AAML 93 24 0 30 Dec 2020
Explaining NLP Models via Minimal Contrastive Editing (MiCE) Alexis Ross Ana Marasović Matthew E. Peters 75 122 0 27 Dec 2020
To what extent do human explanations of model behavior align with actual model behavior? Grusha Prasad Yixin Nie Joey Tianyi Zhou Robin Jia Douwe Kiela Adina Williams 73 28 0 24 Dec 2020
REM-Net: Recursive Erasure Memory Network for Commonsense Evidence Refinement Yinya Huang Meng Fang Xunlin Zhan Qingxing Cao Xiaodan Liang Liang Lin 64 9 0 24 Dec 2020
ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language Oyvind Tafjord Bhavana Dalvi Peter Clark 116 278 0 24 Dec 2020
HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection Binny Mathew Punyajoy Saha Seid Muhie Yimam Chris Biemann Pawan Goyal Animesh Mukherjee 129 582 0 18 Dec 2020
LIREx: Augmenting Language Inference with Relevant Explanation Xinyan Zhao V. Vydiswaran LRM 115 40 0 16 Dec 2020
Learning to Rationalize for Nonmonotonic Reasoning with Distant Supervision Faeze Brahman Vered Shwartz Rachel Rudinger Yejin Choi LRM 98 42 0 14 Dec 2020
Self-Explaining Structures Improve NLP Models Zijun Sun Chun Fan Qinghong Han Xiaofei Sun Yuxian Meng Leilei Gan Jiwei Li MILM XAI LRM FAtt 117 38 0 03 Dec 2020
An Enhanced Knowledge Injection Model for Commonsense Generation Zhihao Fan Yeyun Gong Zhongyu Wei Siyuan Wang Ya-Chieh Huang Jian Jiao Xuanjing Huang Nan Duan Ruofei Zhang 70 28 0 01 Dec 2020
An Investigation of Language Model Interpretability via Sentence Editing Samuel Stevens Yu-Chuan Su LRM 39 9 0 28 Nov 2020
Improving Commonsense Question Answering by Graph-based Iterative Retrieval over Multiple Knowledge Sources Qianglong Chen Feng Ji Haiqing Chen Yin Zhang KELM RALM 65 29 0 05 Nov 2020
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa RALM LRM 100 469 0 02 Nov 2020
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 339 182 0 24 Oct 2020
Natural Language Rationales with Full-Stack Visual Reasoning: From Pixels to Semantic Frames to Commonsense Graphs Ana Marasović Chandra Bhagavatula J. S. Park Ronan Le Bras Noah A. Smith Yejin Choi ReLM LRM 99 62 0 15 Oct 2020
Beyond Language: Learning Commonsense from Images for Reasoning Wanqing Cui Yanyan Lan Liang Pang Jiafeng Guo Xueqi Cheng LRM 71 5 0 10 Oct 2020
Evaluating and Characterizing Human Rationales Samuel Carton Anirudh Rathore Chenhao Tan 74 49 0 09 Oct 2020