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DAG-based Long Short-Term Memory for Neural Word Segmentation
Xinchi Chen, Zhan Shi, Xipeng Qiu +1
Neural word segmentation has attracted more and more research interests for its ability to alleviate the effort of feature engineering and utilize the external resource by the pre-…
Overview of the NLPCC 2017 Shared Task: Chinese News Headline Categorization
Xipeng Qiu, Jingjing Gong, Xuanjing Huang
In this paper, we give an overview for the shared task at the CCF Conference on Natural Language Processing \& Chinese Computing (NLPCC 2017): Chinese News Headline Categorization.…
Dynamic Compositional Neural Networks over Tree Structure
Pengfei Liu, Xipeng Qiu, Xuanjing Huang
Tree-structured neural networks have proven to be effective in learning semantic representations by exploiting syntactic information. In spite of their success, most existing model…
Adversarial Multi-Criteria Learning for Chinese Word Segmentation
Xinchi Chen, Zhan Shi, Xipeng Qiu +1
Different linguistic perspectives causes many diverse segmentation criteria for Chinese word segmentation (CWS). Most existing methods focus on improve the performance for each sin…
Adversarial Multi-task Learning for Text Classification
Pengfei Liu, Xipeng Qiu, Xuanjing Huang
Neural network models have shown their promising opportunities for multi-task learning, which focus on learning the shared layers to extract the common and task-invariant features.…