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"I'm Not Mad": Commonsense Implications of Negation and Contradiction


Apr 13, 2021
Liwei Jiang, Antoine Bosselut, Chandra Bhagavatula, Yejin Choi


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UNICORN on RAINBOW: A Universal Commonsense Reasoning Model on a New Multitask Benchmark


Mar 24, 2021
Nicholas Lourie, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi

* 27 pages, 19 figures, 34 tables. Accepted to AAAI 2021. For associated code and data see https://github.com/allenai/rainbow 

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NaturalProofs: Mathematical Theorem Proving in Natural Language


Mar 24, 2021
Sean Welleck, Jiacheng Liu, Ronan Le Bras, Hannaneh Hajishirzi, Yejin Choi, Kyunghyun Cho


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Contrastive Explanations for Model Interpretability


Mar 02, 2021
Alon Jacovi, Swabha Swayamdipta, Shauli Ravfogel, Yanai Elazar, Yejin Choi, Yoav Goldberg


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MAUVE: Human-Machine Divergence Curves for Evaluating Open-Ended Text Generation


Feb 02, 2021
Krishna Pillutla, Swabha Swayamdipta, Rowan Zellers, John Thickstun, Yejin Choi, Zaid Harchaoui


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MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations


Feb 02, 2021
Yao Dou, Maxwell Forbes, Ari Holtzman, Yejin Choi

* 7 pages, AAAI-21 

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Challenges in Automated Debiasing for Toxic Language Detection


Jan 29, 2021
Xuhui Zhou, Maarten Sap, Swabha Swayamdipta, Noah A. Smith, Yejin Choi

* EACL 2021 

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GENIE: A Leaderboard for Human-in-the-Loop Evaluation of Text Generation


Jan 17, 2021
Daniel Khashabi, Gabriel Stanovsky, Jonathan Bragg, Nicholas Lourie, Jungo Kasai, Yejin Choi, Noah A. Smith, Daniel S. Weld


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VinVL: Making Visual Representations Matter in Vision-Language Models


Jan 02, 2021
Pengchuan Zhang, Xiujun Li, Xiaowei Hu, Jianwei Yang, Lei Zhang, Lijuan Wang, Yejin Choi, Jianfeng Gao


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On-the-Fly Attention Modularization for Neural Generation


Jan 02, 2021
Yue Dong, Chandra Bhagavatula, Ximing Lu, Jena D. Hwang, Antoine Bosselut, Jackie Chi Kit Cheung, Yejin Choi

* 10 pages, 3 figures 

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Understanding Few-Shot Commonsense Knowledge Models


Jan 01, 2021
Jeff Da, Ronan Le Bras, Ximing Lu, Yejin Choi, Antoine Bosselut


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Moral Stories: Situated Reasoning about Norms, Intents, Actions, and their Consequences


Dec 31, 2020
Denis Emelin, Ronan Le Bras, Jena D. Hwang, Maxwell Forbes, Yejin Choi

* For the 'Moral Stories' dataset, see https://github.com/demelin/moral_stories 

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Learning to Rationalize for Nonmonotonic Reasoning with Distant Supervision


Dec 14, 2020
Faeze Brahman, Vered Shwartz, Rachel Rudinger, Yejin Choi

* AAAI 2021 

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Edited Media Understanding: Reasoning About Implications of Manipulated Images


Dec 08, 2020
Jeff Da, Maxwell Forbes, Rowan Zellers, Anthony Zheng, Jena D. Hwang, Antoine Bosselut, Yejin Choi


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Social Chemistry 101: Learning to Reason about Social and Moral Norms


Nov 01, 2020
Maxwell Forbes, Jena D. Hwang, Vered Shwartz, Maarten Sap, Yejin Choi

* Published at EMNLP 2020 

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PowerTransformer: Unsupervised Controllable Revision for Biased Language Correction


Oct 26, 2020
Xinyao Ma, Maarten Sap, Hannah Rashkin, Yejin Choi

* EMNLP 2020 

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NeuroLogic Decoding: (Un)supervised Neural Text Generation with Predicate Logic Constraints


Oct 24, 2020
Ximing Lu, Peter West, Rowan Zellers, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi


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Go Figure! A Meta Evaluation of Factuality in Summarization


Oct 24, 2020
Saadia Gabriel, Asli Celikyilmaz, Rahul Jha, Yejin Choi, Jianfeng Gao


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Back to the Future: Unsupervised Backprop-based Decoding for Counterfactual and Abductive Commonsense Reasoning


Oct 20, 2020
Lianhui Qin, Vered Shwartz, Peter West, Chandra Bhagavatula, Jena Hwang, Ronan Le Bras, Antoine Bosselut, Yejin Choi

* EMNLP 2020 

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Reflective Decoding: Unsupervised Paraphrasing and Abductive Reasoning


Oct 16, 2020
Peter West, Ximing Lu, Ari Holtzman, Chandra Bhagavatula, Jena Hwang, Yejin Choi


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Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics


Oct 15, 2020
Swabha Swayamdipta, Roy Schwartz, Nicholas Lourie, Yizhong Wang, Hannaneh Hajishirzi, Noah A. Smith, Yejin Choi

* Proceedings of EMNLP 2020 

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Natural Language Rationales with Full-Stack Visual Reasoning: From Pixels to Semantic Frames to Commonsense Graphs


Oct 15, 2020
Ana Marasović, Chandra Bhagavatula, Jae Sung Park, Ronan Le Bras, Noah A. Smith, Yejin Choi

* Accepted to Findings of EMNLP 

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COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge Graphs


Oct 12, 2020
Jena D. Hwang, Chandra Bhagavatula, Ronan Le Bras, Jeff Da, Keisuke Sakaguchi, Antoine Bosselut, Yejin Choi


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Paragraph-Level Commonsense Transformers with Recurrent Memory


Oct 04, 2020
Saadia Gabriel, Chandra Bhagavatula, Vered Shwartz, Ronan Le Bras, Maxwell Forbes, Yejin Choi


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RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models


Sep 25, 2020
Samuel Gehman, Suchin Gururangan, Maarten Sap, Yejin Choi, Noah A. Smith

* Findings in EMNLP 2020 

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Scruples: A Corpus of Community Ethical Judgments on 32,000 Real-Life Anecdotes


Aug 20, 2020
Nicholas Lourie, Ronan Le Bras, Yejin Choi

* 16 pages, 15 tables, 8 figures. For associated code and data, see https://github.com/allenai/scruples 

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Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks


May 18, 2020
Xiujun Li, Xi Yin, Chunyuan Li, Pengchuan Zhang, Xiaowei Hu, Lei Zhang, Lijuan Wang, Houdong Hu, Li Dong, Furu Wei, Yejin Choi, Jianfeng Gao

* Code and pre-trained models are released: https://github.com/microsoft/Oscar 

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PlotMachines: Outline-Conditioned Generation with Dynamic Plot State Tracking


Apr 30, 2020
Hannah Rashkin, Asli Celikyilmaz, Yejin Choi, Jianfeng Gao


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