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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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Gradient-based Analysis of NLP Models is Manipulable

Oct 12, 2020
Junlin Wang, Jens Tuyls, Eric Wallace, Sameer Singh


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How Much Should I Trust You? Modeling Uncertainty of Black Box Explanations

Aug 11, 2020
Dylan Slack, Sophie Hilgard, Sameer Singh, Himabindu Lakkaraju


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Image Augmentations for GAN Training

Jun 04, 2020
Zhengli Zhao, Zizhao Zhang, Ting Chen, Sameer Singh, Han Zhang


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Beyond Accuracy: Behavioral Testing of NLP models with CheckList

May 08, 2020
Marco Tulio Ribeiro, Tongshuang Wu, Carlos Guestrin, Sameer Singh

* Association for Computational Linguistics (ACL), 2020 

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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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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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Improved Consistency Regularization for GANs

Feb 11, 2020
Zhengli Zhao, Sameer Singh, Honglak Lee, Zizhao Zhang, Augustus Odena, Han Zhang

* Augustus Odena and Han Zhang contributed equally 

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Explain Your Move: Understanding Agent Actions Using Focused Feature Saliency

Dec 31, 2019
Piyush Gupta, Nikaash Puri, Sukriti Verma, Dhruv Kayastha, Shripad Deshmukh, Balaji Krishnamurthy, Sameer Singh

* Accepted at the International Conference on Learning Representations (ICLR) 2020 

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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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Memory Augmented Recursive Neural Networks

Nov 08, 2019
Forough Arabshahi, Zhichu Lu, Sameer Singh, Animashree Anandkumar


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How can we fool LIME and SHAP? Adversarial Attacks on Post hoc Explanation Methods

Nov 06, 2019
Dylan Slack, Sophie Hilgard, Emily Jia, Sameer Singh, Himabindu Lakkaraju


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Improving Differentially Private Models with Active Learning

Oct 02, 2019
Zhengli Zhao, Nicolas Papernot, Sameer Singh, Neoklis Polyzotis, Augustus Odena


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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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Knowledge Enhanced Contextual Word Representations

Sep 09, 2019
Matthew E. Peters, Mark Neumann, Robert L. Logan IV, Roy Schwartz, Vidur Joshi, Sameer Singh, Noah A. Smith

* EMNLP 2019 

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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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Universal Adversarial Triggers for NLP

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

* EMNLP 2019 

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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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Investigating Robustness and Interpretability of Link Prediction via Adversarial Modifications

May 02, 2019
Pouya Pezeshkpour, Yifan Tian, Sameer Singh

* Published at NAACL 2019 

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DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs

Apr 16, 2019
Dheeru Dua, Yizhong Wang, Pradeep Dasigi, Gabriel Stanovsky, Sameer Singh, Matt Gardner


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PoMo: Generating Entity-Specific Post-Modifiers in Context

Apr 08, 2019
Jun Seok Kang, Robert L. Logan IV, Zewei Chu, Yang Chen, Dheeru Dua, Kevin Gimpel, Sameer Singh, Niranjan Balasubramanian

* NAACL-HLT 2019 

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Embedding Multimodal Relational Data for Knowledge Base Completion

Sep 07, 2018
Pouya Pezeshkpour, Liyan Chen, Sameer Singh

* Published at EMNLP 2018 

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