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Paired Examples as Indirect Supervision in Latent Decision Models


Apr 05, 2021
Nitish Gupta, Sameer Singh, Matt Gardner, Dan Roth


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Mitigating False-Negative Contexts in Multi-document QuestionAnswering with Retrieval Marginalization


Mar 22, 2021
Ansong Ni, Matt Gardner, Pradeep Dasigi

* 10 pages 

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Learning from Task Descriptions


Nov 16, 2020
Orion Weller, Nicholas Lourie, Matt Gardner, Matthew E. Peters

* EMNLP 2020 

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IIRC: A Dataset of Incomplete Information Reading Comprehension Questions


Nov 13, 2020
James Ferguson, Matt Gardner, Hannaneh Hajishirzi, Tushar Khot, Pradeep Dasigi

* EMNLP 2020 

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MOCHA: A Dataset for Training and Evaluating Generative Reading Comprehension Metrics


Oct 15, 2020
Anthony Chen, Gabriel Stanovsky, Sameer Singh, Matt Gardner


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MedICaT: A Dataset of Medical Images, Captions, and Textual References


Oct 12, 2020
Sanjay Subramanian, Lucy Lu Wang, Sachin Mehta, Ben Bogin, Madeleine van Zuylen, Sravanthi Parasa, Sameer Singh, Matt Gardner, Hannaneh Hajishirzi

* EMNLP-Findings 2020 

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Improving Compositional Generalization in Semantic Parsing


Oct 12, 2020
Inbar Oren, Jonathan Herzig, Nitish Gupta, Matt Gardner, Jonathan Berant


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Understanding Mention Detector-Linker Interaction for Neural Coreference Resolution


Sep 20, 2020
Zhaofeng Wu, Matt Gardner


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Latent Compositional Representations Improve Systematic Generalization in Grounded Question Answering


Jul 01, 2020
Ben Bogin, Sanjay Subramanian, Matt Gardner, Jonathan Berant


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Obtaining Faithful Interpretations from Compositional Neural Networks


May 02, 2020
Sanjay Subramanian, Ben Bogin, Nitish Gupta, Tomer Wolfson, Sameer Singh, Jonathan Berant, Matt Gardner

* ACL 2020; first three authors contributed equally 

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TORQUE: A Reading Comprehension Dataset of Temporal Ordering Questions


May 01, 2020
Qiang Ning, Hao Wu, Rujun Han, Nanyun Peng, Matt Gardner, Dan Roth

* 15 pages (incl. 4 pages in the appendix) 

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Multi-Step Inference for Reasoning Over Paragraphs


Apr 06, 2020
Jiangming Liu, Matt Gardner


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Evaluating NLP Models via Contrast Sets


Apr 06, 2020
Matt Gardner, Yoav Artzi, Victoria Basmova, Jonathan Berant, Ben Bogin, Sihao Chen, Pradeep Dasigi, Dheeru Dua, Yanai Elazar, Ananth Gottumukkala, Nitish Gupta, Hanna Hajishirzi, Gabriel Ilharco, Daniel Khashabi, Kevin Lin, Jiangming Liu, Nelson F. Liu, Phoebe Mulcaire, Qiang Ning, Sameer Singh, Noah A. Smith, Sanjay Subramanian, Reut Tsarfaty, Eric Wallace, Ally Zhang, Ben Zhou


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Break It Down: A Question Understanding Benchmark


Jan 31, 2020
Tomer Wolfson, Mor Geva, Ankit Gupta, Matt Gardner, Yoav Goldberg, Daniel Deutch, Jonathan Berant

* Accepted for publication in Transactions of the Association for Computational Linguistics (TACL), 2020. Author's final version 

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ORB: An Open Reading Benchmark for Comprehensive Evaluation of Machine Reading Comprehension


Dec 29, 2019
Dheeru Dua, Ananth Gottumukkala, Alon Talmor, Sameer Singh, Matt Gardner


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Neural Module Networks for Reasoning over Text


Dec 10, 2019
Nitish Gupta, Kevin Lin, Dan Roth, Sameer Singh, Matt Gardner


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Question Answering is a Format; When is it Useful?


Sep 25, 2019
Matt Gardner, Jonathan Berant, Hannaneh Hajishirzi, Alon Talmor, Sewon Min


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AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models


Sep 19, 2019
Eric Wallace, Jens Tuyls, Junlin Wang, Sanjay Subramanian, Matt Gardner, Sameer Singh

* EMNLP 2019 Demo 

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Do NLP Models Know Numbers? Probing Numeracy in Embeddings


Sep 18, 2019
Eric Wallace, Yizhong Wang, Sujian Li, Sameer Singh, Matt Gardner

* EMNLP 2019 

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QuaRTz: An Open-Domain Dataset of Qualitative Relationship Questions


Sep 08, 2019
Oyvind Tafjord, Matt Gardner, Kevin Lin, Peter Clark

* EMNLP'19 

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Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning


Sep 05, 2019
Pradeep Dasigi, Nelson F. Liu, Ana Marasović, Noah A. Smith, Matt Gardner

* 8 pages including appendix; EMNLP 2019 accepted paper camera ready version 

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Universal Adversarial Triggers for Attacking and Analyzing NLP


Aug 29, 2019
Eric Wallace, Shi Feng, Nikhil Kandpal, Matt Gardner, Sameer Singh

* EMNLP 2019 

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Global Reasoning over Database Structures for Text-to-SQL Parsing


Aug 29, 2019
Ben Bogin, Matt Gardner, Jonathan Berant

* EMNLP 2019 

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Universal Adversarial Triggers for NLP


Aug 20, 2019
Eric Wallace, Shi Feng, Nikhil Kandpal, Matt Gardner, Sameer Singh

* EMNLP 2019 

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Reasoning Over Paragraph Effects in Situations


Aug 16, 2019
Kevin Lin, Oyvind Tafjord, Peter Clark, Matt Gardner


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Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling


Jun 20, 2019
Robert L. Logan IV, Nelson F. Liu, Matthew E. Peters, Matt Gardner, Sameer Singh


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Compositional Questions Do Not Necessitate Multi-hop Reasoning


Jun 07, 2019
Sewon Min, Eric Wallace, Sameer Singh, Matt Gardner, Hannaneh Hajishirzi, Luke Zettlemoyer

* Published as a conference paper at ACL 2019 (short). Code available at https://github.com/shmsw25/single-hop-rc 

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