National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61402220, 61502221]; Philosophy and Social Science Foundation of Hunan Province [16YBA323, 14YBA335, 2017SYL16]
机构署名：
本校为第一且通讯机构
院系归属：
计算机科学与技术学院
摘要：
Deep learning has shown its effectiveness in many tasks such as text classification and computer vision. Most text classification tasks are concentrated in the use of convolution neural network and recurrent neural network to obtain text feature representation. In some researches, Attention mechanism is usually adopted to improve classification accuracy. According to the target of task 6 in NLP&CC2018, a hybrid deep learning model which combined BiGRU, CNN and Attention mechanism was proposed to improve text classification. The experimental results show that the Fl-score of the proposed model ...
