Introduction to Text Summerization
What is Text Summerization ?
Text Summerization is the process of summarizing long text into short piece of text. It's main focus is to only add necessary and important sentences and text into the final summary. The goal of Text Summerization is to provide a shorter version of the source text containing only important aspects of the source text. It can be used in if we want to get only important information from a very long source text.
Why Text Summerization is used ?
Text Summerization provides us a shorter version of long text containing only the important and necessary points and aspects of the source file. It helps in ignoring irrelevant information from the source text. It saves the reader's time by reducing the text size. It is mainly used to make precise documents of long publications.
How Text Summerization summerize the text ?
Firstly it separates the document sentence wise. Then it uses various word scoring and sentence scoring techniques to decide score's of individual sentences. Sentence scoring is the process of evaluating the sentence importance by using several scoring algorithms. Sometimes more then one sentence scoring technique is used simultaneously to find more accurate score of the sentence .Then sentences having high score are taken to include in the final summary.
The system generated short summary is then compared with the golden summary(summary having highest matching score with the original document) to find the precision and f-score. Then the sentence scoring technique which gives highest precision score is used for converting long documents in shorted document.
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