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Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference

Oct 25, 2020
Jian-Guo Zhang, Kazuma Hashimoto, Wenhao Liu, Chien-Sheng Wu, Yao Wan, Philip S. Yu, Richard Socher, Caiming Xiong

* 19 pages, accepted by EMNLP 2020 main conference as a long paper. Code will be available at https://github.com/salesforce/DNNC-few-shot-intent 

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Online Structured Meta-learning

Oct 22, 2020
Huaxiu Yao, Yingbo Zhou, Mehrdad Mahdavi, Zhenhui Li, Richard Socher, Caiming Xiong

* Accepted by NeurIPS 2020 

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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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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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GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing

Sep 29, 2020
Tao Yu, Chien-Sheng Wu, Xi Victoria Lin, Bailin Wang, Yi Chern Tan, Xinyi Yang, Dragomir Radev, Richard Socher, Caiming Xiong

* 14 pages 

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Composed Variational Natural Language Generation for Few-shot Intents

Sep 21, 2020
Congying Xia, Caiming Xiong, Philip Yu, Richard Socher

* 10 pages, accepted to Findings of EMNLP 2020 

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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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Central Yup'ik and Machine Translation of Low-Resource Polysynthetic Languages

Sep 09, 2020
Christopher Liu, Laura Dominé, Kevin Chavez, Richard Socher


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Photon: A Robust Cross-Domain Text-to-SQL System

Aug 03, 2020
Jichuan Zeng, Xi Victoria Lin, Caiming Xiong, Richard Socher, Michael R. Lyu, Irwin King, Steven C. H. Hoi

* ACL 2020 system demonstration paper extended . The first two authors contributed equally to this work 

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SummEval: Re-evaluating Summarization Evaluation

Jul 31, 2020
Alexander R. Fabbri, Wojciech Kryściński, Bryan McCann, Caiming Xiong, Richard Socher, Dragomir Radev

* 10 pages, 4 tables, 1 figure 

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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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Theory-Inspired Path-Regularized Differential Network Architecture Search

Jun 30, 2020
Pan Zhou, Caiming Xiong, Richard Socher, Steven C. H. Hoi


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Towards Understanding Hierarchical Learning: Benefits of Neural Representations

Jun 24, 2020
Minshuo Chen, Yu Bai, Jason D. Lee, Tuo Zhao, Huan Wang, Caiming Xiong, Richard Socher


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A High-Quality Multilingual Dataset for Structured Documentation Translation

Jun 24, 2020
Kazuma Hashimoto, Raffaella Buschiazzo, James Bradbury, Teresa Marshall, Richard Socher, Caiming Xiong

* Published at WMT2019; the draft has been updated with our dataset's URL: https://github.com/salesforce/localization-xml-mt 

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CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization

Jun 17, 2020
Andre Esteva, Anuprit Kale, Romain Paulus, Kazuma Hashimoto, Wenpeng Yin, Dragomir Radev, Richard Socher


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WOAD: Weakly Supervised Online Action Detection in Untrimmed Videos

Jun 05, 2020
Mingfei Gao, Yingbo Zhou, Ran Xu, Richard Socher, Caiming Xiong


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Prototypical Contrastive Learning of Unsupervised Representations

Jun 05, 2020
Junnan Li, Pan Zhou, Caiming Xiong, Richard Socher, Steven C. H. Hoi


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EMT: Explicit Memory Tracker with Coarse-to-Fine Reasoning for Conversational Machine Reading

May 26, 2020
Yifan Gao, Chien-Sheng Wu, Shafiq Joty, Caiming Xiong, Richard Socher, Irwin King, Michael R. Lyu, Steven C. H. Hoi

* ACL 2020, 11 pages, 3 figures 

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A Simple Language Model for Task-Oriented Dialogue

May 25, 2020
Ehsan Hosseini-Asl, Bryan McCann, Chien-Sheng Wu, Semih Yavuz, Richard Socher

* Version 2: Adding error analysis; 20 Pages, 1 figure, 18 tables 

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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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It's Morphin' Time! Combating Linguistic Discrimination with Inflectional Perturbations

May 09, 2020
Samson Tan, Shafiq Joty, Min-Yen Kan, Richard Socher

* To appear in the Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020) 

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ToD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogues

Apr 29, 2020
Chien-Sheng Wu, Steven Hoi, Richard Socher, Caiming Xiong


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