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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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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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