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CoMatch: Semi-supervised Learning with Contrastive Graph Regularization

Nov 23, 2020
Junnan Li, Caiming Xiong, Steven Hoi


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What's New? Summarizing Contributions in Scientific Literature

Nov 09, 2020
Hiroaki Hayashi, Wojciech Kryściński, Bryan McCann, Nazneen Rajani, Caiming Xiong

* 9 pages, 5 tables, 2 figures 

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Improving Limited Labeled Dialogue State Tracking with Self-Supervision

Oct 26, 2020
Chien-Sheng Wu, Steven Hoi, Caiming Xiong

* EMNLP 2020 (findings) 

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Probing Task-Oriented Dialogue Representation from Language Models

Oct 26, 2020
Chien-Sheng Wu, Caiming Xiong

* EMNLP 2020 

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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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Unsupervised Paraphrase Generation via Dynamic Blocking

Oct 24, 2020
Tong Niu, Semih Yavuz, Yingbo Zhou, Huan Wang, Nitish Shirish Keskar, Caiming Xiong

* 10 pages 

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CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers

Oct 24, 2020
Shiyang Li, Semih Yavuz, Kazuma Hashimoto, Jia Li, Tong Niu, Nazneen Rajani, Xifeng Yan, Yingbo Zhou, Caiming Xiong


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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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Discern: Discourse-Aware Entailment Reasoning Network for Conversational Machine Reading

Oct 16, 2020
Yifan Gao, Chien-Sheng Wu, Jingjing Li, Shafiq Joty, Steven C. H. Hoi, Caiming Xiong, Irwin King, Michael R. Lyu

* EMNLP 2020 main conference, 11 pages, 3 Figures 

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How Important is the Train-Validation Split in Meta-Learning?

Oct 12, 2020
Yu Bai, Minshuo Chen, Pan Zhou, Tuo Zhao, Jason D. Lee, Sham Kakade, Huan Wang, Caiming Xiong


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Towards Theoretically Understanding Why SGD Generalizes Better Than ADAM in Deep Learning

Oct 12, 2020
Pan Zhou, Jiashi Feng, Chao Ma, Caiming Xiong, Steven HOI, Weinan E

* NeurIPS 2020 

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Representation Learning for Sequence Data with Deep Autoencoding Predictive Components

Oct 07, 2020
Junwen Bai, Weiran Wang, Yingbo Zhou, Caiming Xiong


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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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MoPro: Webly Supervised Learning with Momentum Prototypes

Sep 17, 2020
Junnan Li, Caiming Xiong, Steven C. H. Hoi


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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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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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