Title
COLD Decoding: Energy-based Constrained Text Generation with Langevin DynamicsNeural Information Processing Systems (NeurIPS), 2022 Lianhui Qin Sean Welleck Daniel Khashabi Yejin Choi AI4CE 295 178 0 23 Feb 2022
A Survey of Knowledge-Intensive NLP with Pre-Trained Language Models Da Yin Li Dong Hao Cheng Xiaodong Liu Kai-Wei Chang Furu Wei Jianfeng Gao KELM 178 36 0 17 Feb 2022
The Abduction of Sherlock Holmes: A Dataset for Visual Abductive ReasoningEuropean Conference on Computer Vision (ECCV), 2022 Jack Hessel Jena D. Hwang Jinho Park Rowan Zellers Chandra Bhagavatula Anna Rohrbach Kate Saenko Yejin Choi ReLM 426 59 0 10 Feb 2022
Commonsense Knowledge Reasoning and Generation with Pre-trained Language Models: A SurveyAAAI Conference on Artificial Intelligence (AAAI), 2022 Prajjwal Bhargava Vincent Ng ReLM LRM 303 73 0 28 Jan 2022
Reasoning Like Program ExecutorsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Xinyu Pi Qian Liu Bei Chen Morteza Ziyadi Zeqi Lin Qiang Fu Yan Gao Jian-Guang Lou Weizhu Chen ReLM LRM 1.0K 55 0 27 Jan 2022
What Makes the Story Forward? Inferring Commonsense Explanations as Prompts for Future Event GenerationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2022 Li Lin Yixin Cao Lifu Huang Shuang Li Xuming Hu Lijie Wen Jianmin Wang AI4TS 158 16 0 18 Jan 2022
Generalizable Neuro-symbolic Systems for Commonsense Question Answering A. Oltramari Jonathan M Francis Filip Ilievski Kaixin Ma Roshanak Mirzaee NAI 216 10 0 17 Jan 2022
Modeling Associative Reasoning Processes C. Schon Ulrich Furbach Marco Ragni LRM 156 2 0 03 Jan 2022
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive SurveyProceedings of the IEEE (Proc. IEEE), 2021 Jiaoyan Chen Yuxia Geng Zhuo Chen Jeff Z. Pan Yuan He Wen Zhang Ian Horrocks Hua-zeng Chen 569 64 0 18 Dec 2021
Human Parity on CommonsenseQA: Augmenting Self-Attention with External AttentionInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Yichong Xu Chenguang Zhu Shuohang Wang Siqi Sun Hao Cheng Xiaodong Liu Jianfeng Gao Pengcheng He Michael Zeng Xuedong Huang LRM 455 62 0 06 Dec 2021
LoNLI: An Extensible Framework for Testing Diverse Logical Reasoning Capabilities for NLILanguage Resources and Evaluation (LRE), 2021 Ishan Tarunesh Somak Aditya Monojit Choudhury ELM LRM 131 4 0 04 Dec 2021
Interactive Model with Structural Loss for Language-based Abductive Reasoning Linhao Li Ming Xu Yongfeng Dong Xin Li Ao Wang 211 2 0 01 Dec 2021
ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning V. Aribandi Yi Tay Tal Schuster J. Rao H. Zheng ... Jianmo Ni Jai Gupta Kai Hui Sebastian Ruder Donald Metzler MoE 251 227 0 22 Nov 2021
A Systematic Investigation of Commonsense Knowledge in Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Xiang Lorraine Li A. Kuncoro Jordan Hoffmann Cyprien de Masson dÁutume Phil Blunsom Aida Nematzadeh LRM 213 72 0 31 Oct 2021
MetaICL: Learning to Learn In ContextNorth American Chapter of the Association for Computational Linguistics (NAACL), 2021 Sewon Min M. Lewis Luke Zettlemoyer Hannaneh Hajishirzi LRM 596 568 0 29 Oct 2021
Generated Knowledge Prompting for Commonsense Reasoning Hamish Ivison Alisa Liu Ximing Lu Sean Welleck Peter West Ronan Le Bras Yejin Choi Hannaneh Hajishirzi KELM RALM ReLM LLMAG LRM 272 369 0 15 Oct 2021
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Cer VLM LRM 390 312 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 285 31 0 15 Oct 2021
Can Machines Learn Morality? The Delphi Experiment Liwei Jiang Jena D. Hwang Chandra Bhagavatula Ronan Le Bras Jenny T Liang ... Yulia Tsvetkov Oren Etzioni Maarten Sap Regina A. Rini Yejin Choi FaML 297 150 0 14 Oct 2021
EventBERT: A Pre-Trained Model for Event Correlation Reasoning Yucheng Zhou Xiubo Geng Tao Shen Guodong Long Daxin Jiang 188 62 0 13 Oct 2021
A Survey of Knowledge Enhanced Pre-trained Models Jian Yang Xinyu Hu Gang Xiao Yulong Shen KELM 375 7 0 01 Oct 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 106 14 0 16 Sep 2021
Broaden the Vision: Geo-Diverse Visual Commonsense Reasoning Da Yin Liunian Harold Li Ziniu Hu Nanyun Peng Kai-Wei Chang 268 65 0 14 Sep 2021
Implicit Premise Generation with Discourse-aware Commonsense Knowledge Models Tuhin Chakrabarty Aadit Trivedi Smaranda Muresan LRM 87 15 0 11 Sep 2021
Tiered Reasoning for Intuitive Physics: Toward Verifiable Commonsense Language UnderstandingConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Shane Storks Qiaozi Gao Yichi Zhang J. Chai ReLM LRM 211 24 0 10 Sep 2021
Beyond the Tip of the Iceberg: Assessing Coherence of Text ClassifiersConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Shane Storks J. Chai 140 7 0 10 Sep 2021
Learning with Different Amounts of Annotation: From Zero to Many LabelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Shujian Zhang Chengyue Gong Eunsol Choi 155 33 0 09 Sep 2021
Exploring Strategies for Generalizable Commonsense Reasoning with Pre-trained ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Kaixin Ma Filip Ilievski Jonathan M Francis Satoru Ozaki Eric Nyberg A. Oltramari LRM 121 17 0 07 Sep 2021
It's not Rocket Science : Interpreting Figurative Language in NarrativesTransactions of the Association for Computational Linguistics (TACL), 2021 Tuhin Chakrabarty Yejin Choi Vered Shwartz 257 64 0 31 Aug 2021
LOT: A Story-Centric Benchmark for Evaluating Chinese Long Text Understanding and GenerationTransactions of the Association for Computational Linguistics (TACL), 2021 Jian Guan Zhuoer Feng Yamei Chen Ru He Xiaoxi Mao Changjie Fan Shiyu Huang 189 34 0 30 Aug 2021
Hybrid Reasoning Network for Video-based Commonsense CaptioningACM Multimedia (ACM MM), 2021 Weijiang Yu Jian Liang Lei Ji Lu Li Yuejian Fang Nong Xiao Nan Duan 148 11 0 05 Aug 2021
From LSAT: The Progress and Challenges of Complex Reasoning Siyuan Wang Zhongkun Liu Wanjun Zhong Ming Zhou Zhongyu Wei Zhumin Chen Nan Duan ELM 190 55 0 02 Aug 2021
QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading ComprehensionACM Computing Surveys (CSUR), 2021 Anna Rogers Matt Gardner Isabelle Augenstein 317 188 0 27 Jul 2021
Trusting RoBERTa over BERT: Insights from CheckListing the Natural Language Inference Task Ishan Tarunesh Somak Aditya Monojit Choudhury 104 17 0 15 Jul 2021
Knowledge-Grounded Self-Rationalization via Extractive and Natural Language ExplanationsInternational Conference on Machine Learning (ICML), 2021 Bodhisattwa Prasad Majumder Oana-Maria Camburu Thomas Lukasiewicz Julian McAuley 319 36 0 25 Jun 2021
TellMeWhy: A Dataset for Answering Why-Questions in NarrativesFindings (Findings), 2021 Yash Kumar Lal Nathanael Chambers Raymond J. Mooney Niranjan Balasubramanian 238 52 0 11 Jun 2021
Generating Hypothetical Events for Abductive Inference Debjit Paul Anette Frank ReLM LRM 158 7 0 07 Jun 2021
Embracing Ambiguity: Shifting the Training Target of NLI ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Johannes Mario Meissner Napat Thumwanit Saku Sugawara Akiko Aizawa 174 25 0 06 Jun 2021
COINS: Dynamically Generating COntextualized Inference Rules for Narrative Story CompletionAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Debjit Paul Anette Frank ReLM LRM 99 16 0 04 Jun 2021
COM2SENSE: A Commonsense Reasoning Benchmark with Complementary SentencesFindings (Findings), 2021 Shikhar Singh Nuan Wen Yu Hou Pegah Alipoormolabashi Te-Lin Wu Xuezhe Ma Nanyun Peng LRM 200 64 0 02 Jun 2021
Comparing Test Sets with Item Response TheoryAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Clara Vania Phu Mon Htut William Huang Dhara Mungra Richard Yuanzhe Pang Jason Phang Haokun Liu Kyunghyun Cho Sam Bowman 159 50 0 01 Jun 2021
OTTers: One-turn Topic Transitions for Open-Domain DialogueAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Karin Sevegnani David M. Howcroft Ioannis Konstas Verena Rieser LRM 116 46 0 28 May 2021
Fact-driven Logical Reasoning for Machine Reading ComprehensionAAAI Conference on Artificial Intelligence (AAAI), 2021 Siru Ouyang Zhuosheng Zhang Hai Zhao ReLM LRM 126 7 0 21 May 2021
Designing Multimodal Datasets for NLP Challenges James Pustejovsky E. Holderness Jingxuan Tu Parker Glenn Kyeongmin Rim Kelley Lynch R. Brutti 177 5 0 12 May 2021
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language TasksIEEE International Conference on Computer Vision (ICCV), 2021 Maxime Kayser Oana-Maria Camburu Leonard Salewski Cornelius Emde Virginie Do Zeynep Akata Thomas Lukasiewicz VLM 296 108 0 08 May 2021
Towards General Natural Language Understanding with Probabilistic WorldbuildingTransactions of the Association for Computational Linguistics (TACL), 2021 Abulhair Saparov Tom Michael Mitchell 268 7 0 06 May 2021
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold StandardsInternational Conference on Computational Semantics (IWCS), 2021 Marco Valentino Ian Pratt-Hartman André Freitas XAI LRM 171 13 0 05 May 2021
Modeling Event Plausibility with Consistent Conceptual AbstractionNorth American Chapter of the Association for Computational Linguistics (NAACL), 2021 Ian Porada Kaheer Suleman Adam Trischler Jackie C.K. Cheung 207 20 0 20 Apr 2021
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning TasksConference of the European Chapter of the Association for Computational Linguistics (EACL), 2021 Lisa Bauer Mohit Bansal 125 20 0 20 Apr 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLPConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Qinyuan Ye Bill Yuchen Lin Xiang Ren 573 194 0 18 Apr 2021