Bilingual Autoencoders with Global Descriptors for Modeling Parallel Sentences

no code implementations • COLING 2016 • Biao Zhang, Deyi Xiong, Jinsong Su, Hong Duan, Min Zhang

Parallel sentence representations are important for bilingual and cross-lingual tasks in natural language processing.

Information Retrieval Machine Translation +3

Variational Neural Machine Translation

1 code implementation • EMNLP 2016 • Biao Zhang, Deyi Xiong, Jinsong Su, Hong Duan, Min Zhang

Models of neural machine translation are often from a discriminative family of encoderdecoders that learn a conditional distribution of a target sentence given a source sentence.

Machine Translation Sentence +1

Variational Neural Discourse Relation Recognizer

1 code implementation • EMNLP 2016 • Biao Zhang, Deyi Xiong, Jinsong Su, Qun Liu, Rongrong Ji, Hong Duan, Min Zhang

In order to perform efficient inference and learning, we introduce neural discourse relation models to approximate the prior and posterior distributions of the latent variable, and employ these approximated distributions to optimize a reparameterized variational lower bound.

Relation

Shallow Convolutional Neural Network for Implicit Discourse Relation Recognition

no code implementations • EMNLP 2015 • Biao Zhang, Jinsong Su, Deyi Xiong, Yaojie Lu, Hong Duan, Junfeng Yao

Feature Engineering Machine Translation +2