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Learning to Decouple Relations: Few-Shot Relation Classification with Entity-Guided Attention and Confusion-Aware Training

Oct 21, 2020
Yingyao Wang, Junwei Bao, Guangyi Liu, Youzheng Wu, Xiaodong He, Bowen Zhou, Tiejun Zhao

* 11 pages, 5 figures, accepted by COLING2020 

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Multimodal Joint Attribute Prediction and Value Extraction for E-commerce Product

Sep 15, 2020
Tiangang Zhu, Yue Wang, Haoran Li, Youzheng Wu, Xiaodong He, Bowen Zhou

* Accepted by EMNLP 2020 

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Speaker Diarization with Lexical Information

Apr 13, 2020
Tae Jin Park, Kyu J. Han, Jing Huang, Xiaodong He, Bowen Zhou, Panayiotis Georgiou, Shrikanth Narayanan

* Interspeech 2019, 391-395 

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Graph Sequential Network for Reasoning over Sequences

Apr 04, 2020
Ming Tu, Jing Huang, Xiaodong He, Bowen Zhou

* Part of this paper was presented at NeurIPS 2019 Workshop on Graph Representation Learning 

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The JDDC Corpus: A Large-Scale Multi-Turn Chinese Dialogue Dataset for E-commerce Customer Service

Nov 25, 2019
Meng Chen, Ruixue Liu, Lei Shen, Shaozu Yuan, Jingyan Zhou, Youzheng Wu, Xiaodong He, Bowen Zhou


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Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple Documents

Nov 22, 2019
Ming Tu, Kevin Huang, Guangtao Wang, Jing Huang, Xiaodong He, Bowen Zhou

* Accepted to AAAI 2020 

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Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding

Nov 09, 2019
Yun Tang, Jing Huang, Guangtao Wang, Xiaodong He, Bowen Zhou


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Selective Attention Based Graph Convolutional Networks for Aspect-Level Sentiment Classification

Oct 24, 2019
Xiaochen Hou, Jing Huang, Guangtao Wang, Kevin Huang, Xiaodong He, Bowen Zhou


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Relation Module for Non-answerable Prediction on Question Answering

Oct 23, 2019
Kevin Huang, Yun Tang, Jing Huang, Xiaodong He, Bowen Zhou


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Zero-shot Text-to-SQL Learning with Auxiliary Task

Aug 29, 2019
Shuaichen Chang, Pengfei Liu, Yun Tang, Jing Huang, Xiaodong He, Bowen Zhou


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Multiple instance learning with graph neural networks

Jun 12, 2019
Ming Tu, Jing Huang, Xiaodong He, Bowen Zhou

* Accepted to ICML 2019 Workshop on Learning and Reasoning with Graph-Structured Representations 

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Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs

Jun 04, 2019
Ming Tu, Guangtao Wang, Jing Huang, Yun Tang, Xiaodong He, Bowen Zhou

* To appear in ACL 2019 

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Improving the Robustness of Deep Neural Networks via Adversarial Training with Triplet Loss

May 28, 2019
Pengcheng Li, Jinfeng Yi, Bowen Zhou, Lijun Zhang


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Deep Speaker Embedding Learning with Multi-Level Pooling for Text-Independent Speaker Verification

Feb 21, 2019
Yun Tang, Guohong Ding, Jing Huang, Xiaodong He, Bowen Zhou

* Accepted by ICASSP2019 

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Few-shot Learning with Meta Metric Learners

Jan 26, 2019
Yu Cheng, Mo Yu, Xiaoxiao Guo, Bowen Zhou

* Published in NIPS 2017 workshop on Meta-Learning, arXiv version 

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End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion

Nov 15, 2018
Chao Shang, Yun Tang, Jing Huang, Jinbo Bi, Xiaodong He, Bowen Zhou

* The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI 2019) 

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Universal Stagewise Learning for Non-Convex Problems with Convergence on Averaged Solutions

Sep 04, 2018
Zaiyi Chen, Tianbao Yang, Jinfeng Yi, Bowen Zhou, Enhong Chen

* added some new results 

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Scheduled Policy Optimization for Natural Language Communication with Intelligent Agents

Jul 07, 2018
Wenhan Xiong, Xiaoxiao Guo, Mo Yu, Shiyu Chang, Bowen Zhou, William Yang Wang

* IJCAI-ECAI-18 

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ABCNN: Attention-Based Convolutional Neural Network for Modeling Sentence Pairs

Jun 25, 2018
Wenpeng Yin, Hinrich Sch√ľtze, Bing Xiang, Bowen Zhou

* TACL Camera-ready 

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Diverse Few-Shot Text Classification with Multiple Metrics

May 19, 2018
Mo Yu, Xiaoxiao Guo, Jinfeng Yi, Shiyu Chang, Saloni Potdar, Yu Cheng, Gerald Tesauro, Haoyu Wang, Bowen Zhou

* NAACL 2018. 11+5 pages. arXiv admin note: text overlap with arXiv:1708.07918 

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Robust Task Clustering for Deep Many-Task Learning

May 18, 2018
Mo Yu, Xiaoxiao Guo, Jinfeng Yi, Shiyu Chang, Saloni Potdar, Gerald Tesauro, Haoyu Wang, Bowen Zhou


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Group Sparse CNNs for Question Classification with Answer Sets

Oct 07, 2017
Mingbo Ma, Liang Huang, Bing Xiang, Bowen Zhou

* 6, ACL 2017 

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GaDei: On Scale-up Training As A Service For Deep Learning

Oct 03, 2017
Wei Zhang, Minwei Feng, Yunhui Zheng, Yufei Ren, Yandong Wang, Ji Liu, Peng Liu, Bing Xiang, Li Zhang, Bowen Zhou, Fei Wang


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Learning to update Auto-associative Memory in Recurrent Neural Networks for Improving Sequence Memorization

Oct 03, 2017
Wei Zhang, Bowen Zhou


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Jointly Trained Sequential Labeling and Classification by Sparse Attention Neural Networks

Sep 28, 2017
Mingbo Ma, Kai Zhao, Liang Huang, Bing Xiang, Bowen Zhou

* interspeech 2017 

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SenGen: Sentence Generating Neural Variational Topic Model

Aug 01, 2017
Ramesh Nallapati, Igor Melnyk, Abhishek Kumar, Bowen Zhou


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Learning Loss Functions for Semi-supervised Learning via Discriminative Adversarial Networks

Jul 07, 2017
Cicero Nogueira dos Santos, Kahini Wadhawan, Bowen Zhou

* 11 pages 

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