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Deep Multi-Task Learning with Shared Memory
Pengfei Liu, Xipeng Qiu, Xuanjing Huang
Neural network based models have achieved impressive results on various specific tasks. However, in previous works, most models are learned separately based on single-task supervis…
Syntax-based Attention Model for Natural Language Inference
PengFei Liu, Xipeng Qiu, Xuanjing Huang
Introducing attentional mechanism in neural network is a powerful concept, and has achieved impressive results in many natural language processing tasks. However, most of the exist…
Modelling Interaction of Sentence Pair with coupled-LSTMs
Pengfei Liu, Xipeng Qiu, Xuanjing Huang
Recently, there is rising interest in modelling the interactions of two sentences with deep neural networks. However, most of the existing methods encode two sequences with separat…
Recurrent Neural Network for Text Classification with Multi-Task Learning
Pengfei Liu, Xipeng Qiu, Xuanjing Huang
Neural network based methods have obtained great progress on a variety of natural language processing tasks. However, in most previous works, the models are learned based on single…