Semantic Refinement GRU-based Neural Language Generation for Spoken Dialogue Systems

06/01/2017
by   Van-Khanh Tran, et al.
0

Natural language generation (NLG) plays a critical role in spoken dialogue systems. This paper presents a new approach to NLG by using recurrent neural networks (RNN), in which a gating mechanism is applied before RNN computation. This allows the proposed model to generate appropriate sentences. The RNN-based generator can be learned from unaligned data by jointly training sentence planning and surface realization to produce natural language responses. The model was extensively evaluated on four different NLG domains. The results show that the proposed generator achieved better performance on all the NLG domains compared to previous generators.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/01/2017

Natural Language Generation for Spoken Dialogue System using RNN Encoder-Decoder Networks

Natural language generation (NLG) is a critical component in a spoken di...
research
12/20/2018

Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems

Cross-domain natural language generation (NLG) is still a difficult task...
research
08/07/2015

Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems

Natural language generation (NLG) is a critical component of spoken dial...
research
06/11/2016

Natural Language Generation in Dialogue using Lexicalized and Delexicalized Data

Natural language generation plays a critical role in spoken dialogue sys...
research
08/25/2016

A Context-aware Natural Language Generator for Dialogue Systems

We present a novel natural language generation system for spoken dialogu...
research
06/17/2016

Sequence-to-Sequence Generation for Spoken Dialogue via Deep Syntax Trees and Strings

We present a natural language generator based on the sequence-to-sequenc...
research
03/03/2016

Multi-domain Neural Network Language Generation for Spoken Dialogue Systems

Moving from limited-domain natural language generation (NLG) to open dom...

Please sign up or login with your details

Forgot password? Click here to reset