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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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G-DAUG: Generative Data Augmentation for Commonsense Reasoning

Apr 24, 2020
Yiben Yang, Chaitanya Malaviya, Jared Fernandez, Swabha Swayamdipta, Ronan Le Bras, Ji-Ping Wang, Chandra Bhagavatula, Yejin Choi, Doug Downey


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Visual Commonsense Graphs: Reasoning about the Dynamic Context of a Still Image

Apr 22, 2020
Jae Sung Park, Chandra Bhagavatula, Roozbeh Mottaghi, Ali Farhadi, Yejin Choi

* Project Website: http://visualcomet.xyz/ 

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Unsupervised Commonsense Question Answering with Self-Talk

Apr 11, 2020
Vered Shwartz, Peter West, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi


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Evaluating Machines by their Real-World Language Use

Apr 07, 2020
Rowan Zellers, Ari Holtzman, Elizabeth Clark, Lianhui Qin, Ali Farhadi, Yejin Choi

* Project page at https://rowanzellers.com/advice 

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Procedural Reading Comprehension with Attribute-Aware Context Flow

Mar 31, 2020
Aida Amini, Antoine Bosselut, Bhavana Dalvi Mishra, Yejin Choi, Hannaneh Hajishirzi


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Multi-View Learning for Vision-and-Language Navigation

Mar 09, 2020
Qiaolin Xia, Xiujun Li, Chunyuan Li, Yonatan Bisk, Zhifang Sui, Jianfeng Gao, Yejin Choi, Noah A. Smith

* 16 pages, 8 figures 

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