Linguistically Regularized LSTM for Sentiment Classification

no code implementations • ACL 2017 • Qiao Qian, Minlie Huang, Jinhao Lei, Xiaoyan Zhu

This paper deals with sentence-level sentiment classification.

Classification General Classification +4

Assigning personality/identity to a chatting machine for coherent conversation generation

1 code implementation • 9 Jun 2017 • Qiao Qian, Minlie Huang, Haizhou Zhao, Jingfang Xu, Xiaoyan Zhu

Endowing a chatbot with personality or an identity is quite challenging but critical to deliver more realistic and natural conversations.

Chatbot Position

Linguistically Regularized LSTMs for Sentiment Classification

no code implementations • 12 Nov 2016 • Qiao Qian, Minlie Huang, Jinhao Lei, Xiaoyan Zhu

In this paper, we propose simple models trained with sentence-level annotation, but also attempt to generating linguistically coherent representations by employing regularizers that model the linguistic role of sentiment lexicons, negation words, and intensity words.

Classification General Classification +4

Learning Tag Embeddings and Tag-specific Composition Functions in Recursive Neural Network

no code implementations • IJCNLP 2015 • Qiao Qian, Bo Tian, Minlie Huang, Yang Liu, Xuan Zhu, Xiaoyan Zhu

Machine Translation Sentiment Analysis +2