Declarative Memory-based Structure for the Representation of Text Data

02/25/2020
by   Sumant Pushp, et al.
0

In the era of intelligent computing, computational progress in text processing is an essential consideration. Many systems have been developed to process text over different languages. Though, there is considerable development, they still lack in understanding of the text, i.e., instead of keeping text as knowledge, many treat text as a data. In this work we introduce a text representation scheme which is influenced by human memory infrastructure. Since texts are declarative in nature, a structural organization would foster efficient computation over text. We exploit long term episodic memory to keep text information observed over time. This not only keep fragments of text in an organized fashion but also reduces redundancy and stores the temporal relation among them. Wordnet has been used to imitate semantic memory, which works at word level to facilitate the understanding about individual words within text. Experimental results of various operation performed over episodic memory and growth of knowledge infrastructure over time is reported.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/05/2020

Analysis and representation of Igbo text document for a text-based system

The advancement in Information Technology (IT) has assisted in inculcati...
research
02/05/2015

Text Understanding from Scratch

This article demontrates that we can apply deep learning to text underst...
research
12/02/2015

Learning Semantic Similarity for Very Short Texts

Levering data on social media, such as Twitter and Facebook, requires in...
research
07/18/2017

Spherical Paragraph Model

Representing texts as fixed-length vectors is central to many language p...
research
07/18/2020

About a structure of easily updatable full-text indexes

We consider strategies to organize easily updatable associative arrays i...
research
10/03/2016

Nonsymbolic Text Representation

We introduce the first generic text representation model that is complet...
research
09/25/2019

Focus Your Attention: A Bidirectional Focal Attention Network for Image-Text Matching

Learning semantic correspondence between image and text is significant a...

Please sign up or login with your details

Forgot password? Click here to reset