Dimensionality on Summarization

07/01/2015
by   Hai Zhuge, et al.
0

Summarization is one of the key features of human intelligence. It plays an important role in understanding and representation. With rapid and continual expansion of texts, pictures and videos in cyberspace, automatic summarization becomes more and more desirable. Text summarization has been studied for over half century, but it is still hard to automatically generate a satisfied summary. Traditional methods process texts empirically and neglect the fundamental characteristics and principles of language use and understanding. This paper summarizes previous text summarization approaches in a multi-dimensional classification space, introduces a multi-dimensional methodology for research and development, unveils the basic characteristics and principles of language use and understanding, investigates some fundamental mechanisms of summarization, studies the dimensions and forms of representations, and proposes a multi-dimensional evaluation mechanisms. Investigation extends to the incorporation of pictures into summary and to the summarization of videos, graphs and pictures, and then reaches a general summarization framework.

READ FULL TEXT

page 15

page 25

research
06/01/2023

Multi-Dimensional Evaluation of Text Summarization with In-Context Learning

Evaluation of natural language generation (NLG) is complex and multi-dim...
research
06/10/2021

VT-SSum: A Benchmark Dataset for Video Transcript Segmentation and Summarization

Video transcript summarization is a fundamental task for video understan...
research
07/03/2022

An Empirical Survey on Long Document Summarization: Datasets, Models and Metrics

Long documents such as academic articles and business reports have been ...
research
05/24/2022

MaskEval: Weighted MLM-Based Evaluation for Text Summarization and Simplification

In text summarization and simplification, system outputs must be evaluat...
research
04/04/2020

End-to-End Abstractive Summarization for Meetings

With the abundance of automatic meeting transcripts, meeting summarizati...
research
01/26/2016

LIA-RAG: a system based on graphs and divergence of probabilities applied to Speech-To-Text Summarization

This paper aims to introduces a new algorithm for automatic speech-to-te...
research
12/18/2018

Automatic Summarization of Natural Language

Automatic summarization of natural language is a current topic in comput...

Please sign up or login with your details

Forgot password? Click here to reset