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TalkToModel: Understanding Machine Learning Models With Open Ended Dialogues


Jul 08, 2022
Dylan Slack, Satyapriya Krishna, Himabindu Lakkaraju, Sameer Singh

* Pre-print; comments welcome! Reach out to [email protected] 

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OpenXAI: Towards a Transparent Evaluation of Model Explanations


Jun 22, 2022
Chirag Agarwal, Eshika Saxena, Satyapriya Krishna, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik, Himabindu Lakkaraju

* Preprint 

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Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal


Mar 23, 2022
Umang Gupta, Jwala Dhamala, Varun Kumar, Apurv Verma, Yada Pruksachatkun, Satyapriya Krishna, Rahul Gupta, Kai-Wei Chang, Greg Ver Steeg, Aram Galstyan

* To appear in the Findings of ACL 2022 

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Measuring Fairness of Text Classifiers via Prediction Sensitivity


Mar 16, 2022
Satyapriya Krishna, Rahul Gupta, Apurv Verma, Jwala Dhamala, Yada Pruksachatkun, Kai-Wei Chang


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Rethinking Stability for Attribution-based Explanations


Mar 14, 2022
Chirag Agarwal, Nari Johnson, Martin Pawelczyk, Satyapriya Krishna, Eshika Saxena, Marinka Zitnik, Himabindu Lakkaraju


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The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective


Feb 08, 2022
Satyapriya Krishna, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu, Himabindu Lakkaraju


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Towards Realistic Single-Task Continuous Learning Research for NER


Oct 27, 2021
Justin Payan, Yuval Merhav, He Xie, Satyapriya Krishna, Anil Ramakrishna, Mukund Sridhar, Rahul Gupta

* 11 pages, 2 figures, Findings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP) (short paper), November 2021 

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Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification


Jun 21, 2021
Yada Pruksachatkun, Satyapriya Krishna, Jwala Dhamala, Rahul Gupta, Kai-Wei Chang


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Grounding Complex Navigational Instructions Using Scene Graphs


Jun 03, 2021
Michiel de Jong, Satyapriya Krishna, Anuva Agarwal

* arXiv admin note: text overlap with arXiv:1706.07230 by other authors 

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ADePT: Auto-encoder based Differentially Private Text Transformation


Jan 29, 2021
Satyapriya Krishna, Rahul Gupta, Christophe Dupuy

* The 16th conference of the European Chapter of the Association for Computational Linguistics (EACL), 2021 

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