Abstractive Text Summarization for Bangla Language Using NLP and Machine Learning Approaches

Fuente: arXiv
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Autori principali: Miazee, Asif Ahammad, Roy, Tonmoy, Islam, Md Robiul, Safat, Yeamin
Natura: Preprint
Pubblicazione: 2025
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author Miazee, Asif Ahammad
Roy, Tonmoy
Islam, Md Robiul
Safat, Yeamin
author_facet Miazee, Asif Ahammad
Roy, Tonmoy
Islam, Md Robiul
Safat, Yeamin
contents Text summarization involves reducing extensive documents to short sentences that encapsulate the essential ideas. The goal is to create a summary that effectively conveys the main points of the original text. We spend a significant amount of time each day reading the newspaper to stay informed about current events both domestically and internationally. While reading newspapers enriches our knowledge, we sometimes come across unnecessary content that isn't particularly relevant to our lives. In this paper, we introduce a neural network model designed to summarize Bangla text into concise and straightforward paragraphs, aiming for greater stability and efficiency.
format Preprint
id arxiv_https___arxiv_org_abs_2501_15051
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Abstractive Text Summarization for Bangla Language Using NLP and Machine Learning Approaches
Miazee, Asif Ahammad
Roy, Tonmoy
Islam, Md Robiul
Safat, Yeamin
Computation and Language
Text summarization involves reducing extensive documents to short sentences that encapsulate the essential ideas. The goal is to create a summary that effectively conveys the main points of the original text. We spend a significant amount of time each day reading the newspaper to stay informed about current events both domestically and internationally. While reading newspapers enriches our knowledge, we sometimes come across unnecessary content that isn't particularly relevant to our lives. In this paper, we introduce a neural network model designed to summarize Bangla text into concise and straightforward paragraphs, aiming for greater stability and efficiency.
title Abstractive Text Summarization for Bangla Language Using NLP and Machine Learning Approaches
topic Computation and Language
url https://arxiv.org/abs/2501.15051