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Modular Framework for Visuomotor Language Grounding


Sep 05, 2021
Kolby Nottingham, Litian Liang, Daeyun Shin, Charless C. Fowlkes, Roy Fox, Sameer Singh


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Enforcing Consistency in Weakly Supervised Semantic Parsing


Jul 13, 2021
Nitish Gupta, Sameer Singh, Matt Gardner

* Published in ACL 2021 

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Combining Feature and Instance Attribution to Detect Artifacts


Jul 01, 2021
Pouya Pezeshkpour, Sarthak Jain, Sameer Singh, Byron C. Wallace


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Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models


Jul 01, 2021
Robert L. Logan IV, Ivana Balažević, Eric Wallace, Fabio Petroni, Sameer Singh, Sebastian Riedel


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Feature Attributions and Counterfactual Explanations Can Be Manipulated


Jun 25, 2021
Dylan Slack, Sophie Hilgard, Sameer Singh, Himabindu Lakkaraju

* arXiv admin note: text overlap with arXiv:2106.02666 

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Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP


Jun 12, 2021
Anthony Chen, Pallavi Gudipati, Shayne Longpre, Xiao Ling, Sameer Singh


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Counterfactual Explanations Can Be Manipulated


Jun 04, 2021
Dylan Slack, Sophie Hilgard, Himabindu Lakkaraju, Sameer Singh


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Generative Context Pair Selection for Multi-hop Question Answering


Apr 18, 2021
Dheeru Dua, Cicero Nogueira dos Santos, Patrick Ng, Ben Athiwaratkun, Bing Xiang, Matt Gardner, Sameer Singh


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Learning with Instance Bundles for Reading Comprehension


Apr 18, 2021
Dheeru Dua, Pradeep Dasigi, Sameer Singh, Matt Gardner


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Competency Problems: On Finding and Removing Artifacts in Language Data


Apr 17, 2021
Matt Gardner, William Merrill, Jesse Dodge, Matthew E. Peters, Alexis Ross, Sameer Singh, Noah Smith


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An Empirical Comparison of Instance Attribution Methods for NLP


Apr 09, 2021
Pouya Pezeshkpour, Sarthak Jain, Byron C. Wallace, Sameer Singh

* NAACL 2021 

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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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Calibrate Before Use: Improving Few-Shot Performance of Language Models


Feb 19, 2021
Tony Z. Zhao, Eric Wallace, Shi Feng, Dan Klein, Sameer Singh


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AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts


Nov 07, 2020
Taylor Shin, Yasaman Razeghi, Robert L. Logan IV, Eric Wallace, Sameer Singh

* v2: Fixed error in Figure 2 

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Customizing Triggers with Concealed Data Poisoning


Oct 23, 2020
Eric Wallace, Tony Z. Zhao, Shi Feng, Sameer Singh


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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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