YNU-HPCC at SemEval 2017 Task 4: Using A Multi-Channel CNN-LSTM Model for Sentiment Classification

no code implementations • SEMEVAL 2017 • Haowei Zhang, Jin Wang, Jixian Zhang, Xue-jie Zhang

In this paper, we propose a multi-channel convolutional neural network-long short-term memory (CNN-LSTM) model that consists of two parts: multi-channel CNN and LSTM to analyze the sentiments of short English messages from Twitter.

General Classification Sentiment Analysis +2

Chinese Grammatical Error Diagnosis Using Single Word Embedding

no code implementations • WS 2016 • Jinnan Yang, Bo Peng, Jin Wang, Jixian Zhang, Xue-jie Zhang

A computer-assisted learning tool which can automatically detect and correct Chinese grammatical errors is necessary for those foreign students.

Grammatical Error Detection Language Modelling +1