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HydraSum -- Disentangling Stylistic Features in Text Summarization using Multi-Decoder Models


Oct 13, 2021
Tanya Goyal, Nazneen Fatema Rajani, Wenhao Liu, Wojciech Kryściński

* 15 pages 

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SummVis: Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization


Apr 15, 2021
Jesse Vig, Wojciech Kryscinski, Karan Goel, Nazneen Fatema Rajani


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FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging


Dec 31, 2020
Han Guo, Nazneen Fatema Rajani, Peter Hase, Mohit Bansal, Caiming Xiong

* 18 pages 

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Profile Prediction: An Alignment-Based Pre-Training Task for Protein Sequence Models


Dec 01, 2020
Pascal Sturmfels, Jesse Vig, Ali Madani, Nazneen Fatema Rajani


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Explaining and Improving Model Behavior with k Nearest Neighbor Representations


Oct 18, 2020
Nazneen Fatema Rajani, Ben Krause, Wengpeng Yin, Tong Niu, Richard Socher, Caiming Xiong


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Explaining Creative Artifacts


Oct 14, 2020
Lav R. Varshney, Nazneen Fatema Rajani, Richard Socher

* 2020 Workshop on Human Interpretability in Machine Learning (WHI), at ICML 2020 

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ReviewRobot: Explainable Paper Review Generation based on Knowledge Synthesis


Oct 13, 2020
Qingyun Wang, Qi Zeng, Lifu Huang, Kevin Knight, Heng Ji, Nazneen Fatema Rajani

* 11 pages. Accepted by INLG 2020 

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Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start


Oct 06, 2020
Wenpeng Yin, Nazneen Fatema Rajani, Dragomir Radev, Richard Socher, Caiming Xiong

* EMNLP2020 Long, camera-ready 

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GeDi: Generative Discriminator Guided Sequence Generation


Sep 14, 2020
Ben Krause, Akhilesh Deepak Gotmare, Bryan McCann, Nitish Shirish Keskar, Shafiq Joty, Richard Socher, Nazneen Fatema Rajani


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BERTology Meets Biology: Interpreting Attention in Protein Language Models


Jul 13, 2020
Jesse Vig, Ali Madani, Lav R. Varshney, Caiming Xiong, Richard Socher, Nazneen Fatema Rajani


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DART: Open-Domain Structured Data Record to Text Generation


Jul 06, 2020
Dragomir Radev, Rui Zhang, Amrit Rau, Abhinand Sivaprasad, Chiachun Hsieh, Nazneen Fatema Rajani, Xiangru Tang, Aadit Vyas, Neha Verma, Pranav Krishna, Yangxiaokang Liu, Nadia Irwanto, Jessica Pan, Faiaz Rahman, Ahmad Zaidi, Murori Mutuma, Yasin Tarabar, Ankit Gupta, Tao Yu, Yi Chern Tan, Xi Victoria Lin, Caiming Xiong, Richard Socher


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ESPRIT: Explaining Solutions to Physical Reasoning Tasks


May 14, 2020
Nazneen Fatema Rajani, Rui Zhang, Yi Chern Tan, Stephan Zheng, Jeremy Weiss, Aadit Vyas, Abhijit Gupta, Caiming XIong, Richard Socher, Dragomir Radev

* ACL 2020 

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Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation


May 03, 2020
Tianlu Wang, Xi Victoria Lin, Nazneen Fatema Rajani, Bryan McCann, Vicente Ordonez, Caiming Xiong

* Accepted to ACL 2020 

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ERASER: A Benchmark to Evaluate Rationalized NLP Models


Nov 08, 2019
Jay DeYoung, Sarthak Jain, Nazneen Fatema Rajani, Eric Lehman, Caiming Xiong, Richard Socher, Byron C. Wallace

* https://github.com/jayded/eraserbenchmark http://www.eraserbenchmark.com/ 

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Explain Yourself! Leveraging Language Models for Commonsense Reasoning


Jun 06, 2019
Nazneen Fatema Rajani, Bryan McCann, Caiming Xiong, Richard Socher

* In Proceedings of the Association for Computational Linguistics (ACL), 2019. Florence, Italy 
* Accepted at ACL, 11 pages total 

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Stacking With Auxiliary Features


May 27, 2016
Nazneen Fatema Rajani, Raymond J. Mooney

* arXiv admin note: substantial text overlap with arXiv:1604.04802 

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Supervised and Unsupervised Ensembling for Knowledge Base Population


Apr 16, 2016
Nazneen Fatema Rajani, Raymond J. Mooney


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