Abstractive Text Summarization Using Artificial Intelligence

6 Pages Posted: 23 Apr 2019

See all articles by Chandu Parmar

Chandu Parmar

University of Mumbai, K. J. Somaiya Institute of Engineering and Information Technology, Students

Ranjan Chaubey

University of Mumbai, K. J. Somaiya Institute of Engineering and Information Technology, Students

Kirtan Bhatt

University of Mumbai, K. J. Somaiya Institute of Engineering and Information Technology, Students

Reena Lokare

University of Mumbai - K. J. Somaiya Institute of Engineering and Information Technology (KJSIEIT)

Date Written: April 8, 2019

Abstract

Text summarization is the process of creating concise summary of text. There are two main approaches to summarization namely extractive and abstractive method. Most of the system summaries use extractive method. Amongst few abstractive models available there are two models namely sequence to sequence and LSTM bidirectional model. In this work,we compare the performance of above two models using ROUGE and BLEU score on Amazon reviews and CNN news dataset.

Keywords: Text Summarization, Natural language processing, Recurrent Neural Network

Suggested Citation

Parmar, Chandu and Chaubey, Ranjan and Bhatt, Kirtan and Lokare, Reena, Abstractive Text Summarization Using Artificial Intelligence (April 8, 2019). 2nd International Conference on Advances in Science & Technology (ICAST) 2019 on 8th, 9th April 2019 by K J Somaiya Institute of Engineering & Information Technology, Mumbai, India, Available at SSRN: https://ssrn.com/abstract=3370795 or http://dx.doi.org/10.2139/ssrn.3370795

Chandu Parmar

University of Mumbai, K. J. Somaiya Institute of Engineering and Information Technology, Students ( email )

Mumbai
India

Ranjan Chaubey (Contact Author)

University of Mumbai, K. J. Somaiya Institute of Engineering and Information Technology, Students ( email )

Mumbai
India

Kirtan Bhatt

University of Mumbai, K. J. Somaiya Institute of Engineering and Information Technology, Students ( email )

Mumbai
India

Reena Lokare

University of Mumbai - K. J. Somaiya Institute of Engineering and Information Technology (KJSIEIT) ( email )

Somaiya Ayurvihar Complex
Eastern Express Highway
Mumbai, MA Maharashtra 400022
India

Do you have a job opening that you would like to promote on SSRN?

Paper statistics

Downloads
458
Abstract Views
1,777
Rank
136,981
PlumX Metrics