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BlonD: An Automatic Evaluation Metric for Document-level MachineTranslation


Mar 22, 2021
Yuchen Jiang, Shuming Ma, Dongdong Zhang, Jian Yang, Haoyang Huang, Ming Zhou

* 8 pages 

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XLM-T: Scaling up Multilingual Machine Translation with Pretrained Cross-lingual Transformer Encoders


Dec 31, 2020
Shuming Ma, Jian Yang, Haoyang Huang, Zewen Chi, Li Dong, Dongdong Zhang, Hany Hassan Awadalla, Alexandre Muzio, Akiko Eriguchi, Saksham Singhal, Xia Song, Arul Menezes, Furu Wei


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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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