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


Nov 03, 2021
Tanya Goyal, Nazneen Fatema Rajani, Wenhao Liu, Wojciech Kryściński

* 15 pages 

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MoFE: Mixture of Factual Experts for Controlling Hallucinations in Abstractive Summarization


Oct 14, 2021
Prafulla Kumar Choubey, Jesse Vig, Wenhao Liu, Nazneen Fatema Rajani


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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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