Multimodal Matching Transformer for Live Commenting

Feb 07, 2020
Chaoqun Duan, Lei Cui, Shuming Ma, Furu Wei, Conghui Zhu, Tiejun Zhao


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Recursive Graphical Neural Networks for Text Classification

Sep 18, 2019
Wei Li, Shuheng Li, Shuming Ma, Yancheng He, Deli Chen, Xu Sun


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Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation

Aug 08, 2019
Shuming Ma, Pengcheng Yang, Tianyu Liu, Peng Li, Jie Zhou, Xu Sun


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Unsupervised Machine Commenting with Neural Variational Topic Model

Sep 13, 2018
Shuming Ma, Lei Cui, Furu Wei, Xu Sun


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LiveBot: Generating Live Video Comments Based on Visual and Textual Contexts

Sep 13, 2018
Shuming Ma, Lei Cui, Damai Dai, Furu Wei, Xu Sun


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A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification

Sep 10, 2018
Pengcheng Yang, Shuming Ma, Yi Zhang, Junyang Lin, Qi Su, Xu Sun


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Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification

Aug 26, 2018
Junyang Lin, Qi Su, Pengcheng Yang, Shuming Ma, Xu Sun

* To appear in EMNLP 2018 

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Identifying High-Quality Chinese News Comments Based on Multi-Target Text Matching Model

Aug 22, 2018
Deli Chen, Shuming Ma, Pengcheng Yang, Xu Sun


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SGM: Sequence Generation Model for Multi-label Classification

Jun 15, 2018
Pengcheng Yang, Xu Sun, Wei Li, Shuming Ma, Wei Wu, Houfeng Wang

* Accepted by COLING 2018 

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Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data?

Jun 13, 2018
Yi Zhang, Xu Sun, Shuming Ma, Yang Yang, Xuancheng Ren

* Accepted by COLING 2018 

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Deconvolution-Based Global Decoding for Neural Machine Translation

Jun 10, 2018
Junyang Lin, Xu Sun, Xuancheng Ren, Shuming Ma, Jinsong Su, Qi Su

* Accepted by COLING 2018 

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Global Encoding for Abstractive Summarization

Jun 10, 2018
Junyang Lin, Xu Sun, Shuming Ma, Qi Su

* Accepted by ACL 2018 

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A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification

May 30, 2018
Shuming Ma, Xu Sun, Junyang Lin, Xuancheng Ren

* accepted by IJCAI-18 

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Bag-of-Words as Target for Neural Machine Translation

May 13, 2018
Shuming Ma, Xu Sun, Yizhong Wang, Junyang Lin

* accepted by ACL 2018 

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Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization

May 13, 2018
Shuming Ma, Xu Sun, Junyang Lin, Houfeng Wang

* accepted by ACL 2018 

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Automatic Academic Paper Rating Based on Modularized Hierarchical Convolutional Neural Network

May 10, 2018
Pengcheng Yang, Xu Sun, Wei Li, Shuming Ma

* Accepted by ACL2018 

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Conditional Random Fields with Decode-based Learning: Simpler and Faster

Apr 18, 2018
Xu Sun, Shuming Ma


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Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation

Mar 30, 2018
Shuming Ma, Xu Sun, Wei Li, Sujian Li, Wenjie Li, Xuancheng Ren

* arXiv admin note: text overlap with arXiv:1710.02318 

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Decoding-History-Based Adaptive Control of Attention for Neural Machine Translation

Feb 06, 2018
Junyang Lin, Shuming Ma, Qi Su, Xu Sun


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Complex Structure Leads to Overfitting: A Structure Regularization Decoding Method for Natural Language Processing

Nov 25, 2017
Xu Sun, Weiwei Sun, Shuming Ma, Xuancheng Ren, Yi Zhang, Wenjie Li, Houfeng Wang

* arXiv admin note: text overlap with arXiv:1411.6243 

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Training Simplification and Model Simplification for Deep Learning: A Minimal Effort Back Propagation Method

Nov 17, 2017
Xu Sun, Xuancheng Ren, Shuming Ma, Bingzhen Wei, Wei Li, Houfeng Wang


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meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting

Oct 31, 2017
Xu Sun, Xuancheng Ren, Shuming Ma, Houfeng Wang

* Accepted by The 34th International Conference on Machine Learning (ICML 2017) 

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Label Embedding Network: Learning Label Representation for Soft Training of Deep Networks

Oct 28, 2017
Xu Sun, Bingzhen Wei, Xuancheng Ren, Shuming Ma


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A Semantic Relevance Based Neural Network for Text Summarization and Text Simplification

Oct 06, 2017
Shuming Ma, Xu Sun


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Improving Semantic Relevance for Sequence-to-Sequence Learning of Chinese Social Media Text Summarization

Jun 08, 2017
Shuming Ma, Xu Sun, Jingjing Xu, Houfeng Wang, Wenjie Li, Qi Su

* Accepted by ACL 

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A Generic Online Parallel Learning Framework for Large Margin Models

Mar 02, 2017
Shuming Ma, Xu Sun


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Lock-Free Parallel Perceptron for Graph-based Dependency Parsing

Mar 02, 2017
Xu Sun, Shuming Ma


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A New Recurrent Neural CRF for Learning Non-linear Edge Features

Nov 14, 2016
Shuming Ma, Xu Sun


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