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

Shuming Ma, Xu Sun

Towards Easier and Faster Sequence Labeling for Natural Language Processing: A Search-based Probabilistic Online Learning Framework (SAPO)

Xu Sun, Shuming Ma, Yi Zhang +1

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

Xu Sun, Xuancheng Ren, Shuming Ma +1

Bag-of-Words as Target for Neural Machine Translation

Shuming Ma, Xu Sun, Yizhong Wang +1

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

Deli Chen, Shuming Ma, Pengcheng Yang +1

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

Yi Zhang, Xu Sun, Shuming Ma +2

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

Shuming Ma, Xu Sun, Junyang Lin +1

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

Xu Sun, Weiwei Sun, Shuming Ma +4

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

Junyang Lin, Shuming Ma, Qi Su +1

Global Encoding for Abstractive Summarization

Junyang Lin, Xu Sun, Shuming Ma +1

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

Shuming Ma, Xu Sun, Wei Li +3

SGM: Sequence Generation Model for Multi-label Classification

Pengcheng Yang, Xu Sun, Wei Li +3

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

Xu Sun, Xuancheng Ren, Shuming Ma +5

Lock-Free Parallel Perceptron for Graph-based Dependency Parsing

Xu Sun, Shuming Ma

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

Shuming Ma, Lei Cui, Damai Dai +2

A Generic Online Parallel Learning Framework for Large Margin Models

Shuming Ma, Xu Sun

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

Shuming Ma, Xu Sun, Junyang Lin +1

Automatic Academic Paper Rating Based on Modularized Hierarchical Convolutional Neural Network

Pengcheng Yang, Xu Sun, Wei Li +1

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

Shuming Ma, Xu Sun, Jingjing Xu +3

Deconvolution-Based Global Decoding for Neural Machine Translation

Junyang Lin, Xu Sun, Xuancheng Ren +3

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

Shuming Ma, Xu Sun

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

Xu Sun, Bingzhen Wei, Xuancheng Ren +1

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

Pengcheng Yang, Shuming Ma, Yi Zhang +3

Unsupervised Machine Commenting with Neural Variational Topic Model

Shuming Ma, Lei Cui, Furu Wei +1

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

Shuming Ma, Pengcheng Yang, Tianyu Liu +3

The paper introduces a two‑stage approach for table‑to‑text generation in low‑resource settings, first predicting key facts from a table and then realizing fluent text, achieving s…

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

Junyang Lin, Qi Su, Pengcheng Yang +2