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Robustness Gym: Unifying the NLP Evaluation Landscape

Jan 13, 2021
Karan Goel, Nazneen Rajani, Jesse Vig, Samson Tan, Jason Wu, Stephan Zheng, Caiming Xiong, Mohit Bansal, Christopher Ré

* 34 pages, 8 figures, 6 tables 

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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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I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling

Dec 28, 2020
Yixin Nie, Mary Williamson, Mohit Bansal, Douwe Kiela, Jason Weston

* 15 pages 

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I like fish, especially dolphins: Addressing Contradictions in Dialogue Modelling

Dec 24, 2020
Yixin Nie, Mary Williamson, Mohit Bansal, Douwe Kiela, Jason Weston

* 15 pages 

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To what extent do human explanations of model behavior align with actual model behavior?

Dec 24, 2020
Grusha Prasad, Yixin Nie, Mohit Bansal, Robin Jia, Douwe Kiela, Adina Williams

* 10 pages, 3 figures, 2 tables 

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HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification

Nov 16, 2020
Yichen Jiang, Shikha Bordia, Zheng Zhong, Charles Dognin, Maneesh Singh, Mohit Bansal

* Findings of EMNLP 2020 (20 pages) 

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ArraMon: A Joint Navigation-Assembly Instruction Interpretation Task in Dynamic Environments

Nov 15, 2020
Hyounghun Kim, Abhay Zala, Graham Burri, Hao Tan, Mohit Bansal

* EMNLP Findings 2020 (18 pages; extended to Hindi) 

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DORB: Dynamically Optimizing Multiple Rewards with Bandits

Nov 15, 2020
Ramakanth Pasunuru, Han Guo, Mohit Bansal

* EMNLP 2020 (15 pages) 

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ConjNLI: Natural Language Inference Over Conjunctive Sentences

Oct 21, 2020
Swarnadeep Saha, Yixin Nie, Mohit Bansal

* EMNLP 2020 (14 pages) 

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What is More Likely to Happen Next? Video-and-Language Future Event Prediction

Oct 15, 2020
Jie Lei, Licheng Yu, Tamara L. Berg, Mohit Bansal

* EMNLP 2020 (17 pages) 

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Vokenization: Improving Language Understanding with Contextualized, Visual-Grounded Supervision

Oct 14, 2020
Hao Tan, Mohit Bansal

* EMNLP 2020 (15 pages) 

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ChrEn: Cherokee-English Machine Translation for Endangered Language Revitalization

Oct 09, 2020
Shiyue Zhang, Benjamin Frey, Mohit Bansal

* EMNLP 2020 (19 pages) 

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What Can We Learn from Collective Human Opinions on Natural Language Inference Data?

Oct 08, 2020
Yixin Nie, Xiang Zhou, Mohit Bansal

* EMNLP 2020 (13 pages) 

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Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language?

Oct 08, 2020
Peter Hase, Shiyue Zhang, Harry Xie, Mohit Bansal

* EMNLP 2020 Findings (17 pages) 

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PRover: Proof Generation for Interpretable Reasoning over Rules

Oct 06, 2020
Swarnadeep Saha, Sayan Ghosh, Shashank Srivastava, Mohit Bansal

* EMNLP 2020 (15 pages) 

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Evaluating Interactive Summarization: an Expansion-Based Framework

Sep 17, 2020
Ori Shapira, Ramakanth Pasunuru, Hadar Ronen, Mohit Bansal, Yael Amsterdamer, Ido Dagan


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SuperPAL: Supervised Proposition ALignment for Multi-Document Summarization and Derivative Sub-Tasks

Sep 01, 2020
Ori Ernst, Ori Shapira, Ramakanth Pasunuru, Michael Lepioshkin, Jacob Goldberger, Mohit Bansal, Ido Dagan


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Towards Robustifying NLI Models Against Lexical Dataset Biases

May 13, 2020
Xiang Zhou, Mohit Bansal

* ACL 2020 (13 pages) 

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Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQA

May 13, 2020
Hyounghun Kim, Zineng Tang, Mohit Bansal

* ACL 2020 (11 pages) 

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MART: Memory-Augmented Recurrent Transformer for Coherent Video Paragraph Captioning

May 11, 2020
Jie Lei, Liwei Wang, Yelong Shen, Dong Yu, Tamara L. Berg, Mohit Bansal

* ACL 2020 (12 pages) 

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Diagnosing the Environment Bias in Vision-and-Language Navigation

May 06, 2020
Yubo Zhang, Hao Tan, Mohit Bansal

* IJCAI 2020 (9 pages; first two authors contributed equally) 

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Evaluating Explainable AI: Which Algorithmic Explanations Help Users Predict Model Behavior?

May 04, 2020
Peter Hase, Mohit Bansal

* ACL 2020 (13 pages) 

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Adversarial Augmentation Policy Search for Domain and Cross-Lingual Generalization in Reading Comprehension

May 01, 2020
Adyasha Maharana, Mohit Bansal

* 15 pages (v2: added Turkish in addition to Russian and German for cross-lingual experiments) 

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The Curse of Performance Instability in Analysis Datasets: Consequences, Source, and Suggestions

Apr 28, 2020
Xiang Zhou, Yixin Nie, Hao Tan, Mohit Bansal

* 13 pages 

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TVR: A Large-Scale Dataset for Video-Subtitle Moment Retrieval

Jan 24, 2020
Jie Lei, Licheng Yu, Tamara L. Berg, Mohit Bansal

* 18 pages 

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ManyModalQA: Modality Disambiguation and QA over Diverse Inputs

Jan 22, 2020
Darryl Hannan, Akshay Jain, Mohit Bansal

* AAAI 2020 (10 pages) 

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