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
A survey on improving NLP models with human explanations Mareike Hartmann Daniel Sonntag LRM 103 22 0 19 Apr 2022
Probing Script Knowledge from Pre-Trained Models Zijian Jin Xingyu Zhang Mo Yu Lifu Huang 60 5 0 16 Apr 2022
CLUES: A Benchmark for Learning Classifiers using Natural Language Explanations Rakesh R Menon Sayan Ghosh Shashank Srivastava LRM ELM 105 11 0 14 Apr 2022
Single-Turn Debate Does Not Help Humans Answer Hard Reading-Comprehension Questions Alicia Parrish H. Trivedi Ethan Perez Angelica Chen Nikita Nangia Jason Phang Sam Bowman 80 15 0 11 Apr 2022
Explanation Graph Generation via Pre-trained Language Models: An Empirical Study with Contrastive Learning Swarnadeep Saha Prateek Yadav Joey Tianyi Zhou 63 9 0 11 Apr 2022
Re-Examining Human Annotations for Interpretable NLP Cheng-Han Chiang Hung-yi Lee FAtt XAI 87 6 0 10 Apr 2022
Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-Deployment Zichao Li Prakhar Sharma Xing Han Lù Jackie C.K. Cheung Siva Reddy HAI 69 26 0 06 Apr 2022
Can language models learn from explanations in context? Andrew Kyle Lampinen Ishita Dasgupta Stephanie C. Y. Chan Kory Matthewson Michael Henry Tessler Antonia Creswell James L. McClelland Jane X. Wang Felix Hill LRM ReLM 188 302 0 05 Apr 2022
Interpretation of Black Box NLP Models: A Survey Shivani Choudhary N. Chatterjee S. K. Saha FAtt 86 11 0 31 Mar 2022
STaR: Bootstrapping Reasoning With Reasoning E. Zelikman Yuhuai Wu Jesse Mu Noah D. Goodman ReLM LRM 157 512 0 28 Mar 2022
elBERto: Self-supervised Commonsense Learning for Question Answering Xunlin Zhan Yuan Li Xiao Dong Xiaodan Liang Zhiting Hu Lawrence Carin SSL RALM LRM 77 8 0 17 Mar 2022
Multi-Stage Prompting for Knowledgeable Dialogue Generation Zihan Liu M. Patwary R. Prenger Shrimai Prabhumoye Ming-Yu Liu Mohammad Shoeybi Bryan Catanzaro 63 50 0 16 Mar 2022
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning Jiangjie Chen Rui Xu Ziquan Fu Wei Shi Zhongqiao Li Xinbo Zhang Changzhi Sun Lei Li Yanghua Xiao Hao Zhou ELM 74 35 0 16 Mar 2022
Delta Tuning: A Comprehensive Study of Parameter Efficient Methods for Pre-trained Language Models Ning Ding Yujia Qin Guang Yang Fu Wei Zonghan Yang ... Jianfei Chen Yang Liu Jie Tang Juan Li Maosong Sun 108 205 0 14 Mar 2022
NLX-GPT: A Model for Natural Language Explanations in Vision and Vision-Language Tasks Fawaz Sammani Tanmoy Mukherjee Nikos Deligiannis MILM ELM LRM 138 68 0 09 Mar 2022
An Empirical Study on Explanations in Out-of-Domain Settings G. Chrysostomou Nikolaos Aletras LRM 69 28 0 28 Feb 2022
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion Guanglin Niu Yue Liu Yongfei Zhang Shi Pu 108 45 0 25 Feb 2022
Commonsense Knowledge Reasoning and Generation with Pre-trained Language Models: A Survey Prajjwal Bhargava Vincent Ng ReLM LRM 144 63 0 28 Jan 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 1.0K 9,813 0 28 Jan 2022
Natural Language Descriptions of Deep Visual Features Evan Hernandez Sarah Schwettmann David Bau Teona Bagashvili Antonio Torralba Jacob Andreas MILM 313 126 0 26 Jan 2022
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI Meike Nauta Jan Trienes Shreyasi Pathak Elisa Nguyen Michelle Peters Yasmin Schmitt Jorg Schlotterer M. V. Keulen C. Seifert ELM XAI 178 423 0 20 Jan 2022
COPA-SSE: Semi-structured Explanations for Commonsense Reasoning Ana Brassard Benjamin Heinzerling Pride Kavumba Kentaro Inui FAtt LRM 98 11 0 18 Jan 2022
Grow-and-Clip: Informative-yet-Concise Evidence Distillation for Answer Explanation Yuyan Chen Yanghua Xiao Bang Liu 80 17 0 13 Jan 2022
UNIREX: A Unified Learning Framework for Language Model Rationale Extraction Aaron Chan Maziar Sanjabi Lambert Mathias L Tan Shaoliang Nie Xiaochang Peng Xiang Ren Hamed Firooz 108 44 0 16 Dec 2021
Reframing Human-AI Collaboration for Generating Free-Text Explanations Sarah Wiegreffe Jack Hessel Swabha Swayamdipta Mark O. Riedl Yejin Choi 77 149 0 16 Dec 2021
DREAM: Improving Situational QA by First Elaborating the Situation Yuling Gu Bhavana Dalvi Peter Clark 119 18 0 16 Dec 2021
KGR^4: Retrieval, Retrospect, Refine and Rethink for Commonsense Generation Xin Liu Dayiheng Liu Baosong Yang Haibo Zhang Junwei Ding Wenqing Yao Weihua Luo Haiying Zhang Jinsong Su LRM 61 8 0 15 Dec 2021
Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant Setup Yordan Yordanov Vid Kocijan Thomas Lukasiewicz Oana-Maria Camburu 93 19 0 12 Dec 2021
Explainable Deep Learning in Healthcare: A Methodological Survey from an Attribution View Di Jin Elena Sergeeva W. Weng Geeticka Chauhan Peter Szolovits OOD 120 58 0 05 Dec 2021
Few-Shot Self-Rationalization with Natural Language Prompts Ana Marasović Iz Beltagy Doug Downey Matthew E. Peters LRM 91 110 0 16 Nov 2021
"How Does It Detect A Malicious App?" Explaining the Predictions of AI-based Android Malware Detector Zhi Lu V. Thing AAML 44 4 0 06 Nov 2021
Interpreting Deep Learning Models in Natural Language Processing: A Review Xiaofei Sun Diyi Yang Xiaoya Li Tianwei Zhang Yuxian Meng Han Qiu Guoyin Wang Eduard H. Hovy Jiwei Li 97 47 0 20 Oct 2021
Schrödinger's Tree -- On Syntax and Neural Language Models Artur Kulmizev Joakim Nivre 70 6 0 17 Oct 2021
Think Before You Speak: Explicitly Generating Implicit Commonsense Knowledge for Response Generation Pei Zhou Karthik Gopalakrishnan Behnam Hedayatnia Seokhwan Kim Jay Pujara Xiang Ren Yang Liu Dilek Z. Hakkani-Tür 111 41 0 16 Oct 2021
Generated Knowledge Prompting for Commonsense Reasoning Jiacheng Liu Alisa Liu Ximing Lu Sean Welleck Peter West Ronan Le Bras Yejin Choi Hannaneh Hajishirzi KELM RALM ReLM LLMAG LRM 147 326 0 15 Oct 2021
Exploring Universal Intrinsic Task Subspace via Prompt Tuning Yujia Qin Xiaozhi Wang Yusheng Su Yankai Lin Ning Ding ... Juanzi Li Lei Hou Peng Li Maosong Sun Jie Zhou VLM VPVLM 190 29 0 15 Oct 2021
A Framework for Learning to Request Rich and Contextually Useful Information from Humans Khanh Nguyen Yonatan Bisk Hal Daumé 117 16 0 14 Oct 2021
Investigating the Effect of Natural Language Explanations on Out-of-Distribution Generalization in Few-shot NLI Yangqiaoyu Zhou Chenhao Tan 54 9 0 12 Oct 2021
Recursively Summarizing Books with Human Feedback Jeff Wu Long Ouyang Daniel M. Ziegler Nissan Stiennon Ryan J. Lowe Jan Leike Paul Christiano ALM 236 303 0 22 Sep 2021
Does External Knowledge Help Explainable Natural Language Inference? Automatic Evaluation vs. Human Ratings Hendrik Schuff Hsiu-yu Yang Heike Adel Ngoc Thang Vu ELM ReLM LRM 62 13 0 16 Sep 2021
Summarize-then-Answer: Generating Concise Explanations for Multi-hop Reading Comprehension Naoya Inoue H. Trivedi Steven K. Sinha Niranjan Balasubramanian Kentaro Inui 78 16 0 14 Sep 2021
Combining Transformers with Natural Language Explanations Federico Ruggeri Marco Lippi Paolo Torroni 73 1 0 02 Sep 2021
Are Training Resources Insufficient? Predict First Then Explain! Myeongjun Jang Thomas Lukasiewicz LRM 70 7 0 29 Aug 2021
Post-hoc Interpretability for Neural NLP: A Survey Andreas Madsen Siva Reddy A. Chandar XAI 122 233 0 10 Aug 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 335 4,050 0 28 Jul 2021
Scientia Potentia Est -- On the Role of Knowledge in Computational Argumentation Anne Lauscher Henning Wachsmuth Iryna Gurevych Goran Glavaš 100 34 0 01 Jul 2021
Knowledge-Grounded Self-Rationalization via Extractive and Natural Language Explanations Bodhisattwa Prasad Majumder Oana-Maria Camburu Thomas Lukasiewicz Julian McAuley 98 36 0 25 Jun 2021
iReason: Multimodal Commonsense Reasoning using Videos and Natural Language with Interpretability Andrew Wang Aman Chadha CML 34 5 0 25 Jun 2021
On the Diversity and Limits of Human Explanations Chenhao Tan 95 33 0 22 Jun 2021
Prompting Contrastive Explanations for Commonsense Reasoning Tasks Bhargavi Paranjape Julian Michael Marjan Ghazvininejad Luke Zettlemoyer Hannaneh Hajishirzi ReLM LRM 76 68 0 12 Jun 2021