JOURNAL ARTICLE

Marathi Extractive Text Summarizer Using Graph Based Model

Abstract

Manual summarization of large documents of texts is tedious and error prone. Also, the results in such kind of summarization may lead to different results for a particular document. Thus, Automatic text summarization has become important due to the tremendous growth of information and data. It chooses the most informative part of text and forms summaries that reveal the main purpose of the given document. It yields summary produced by summarization system which allows readers to comprehend the content of document instead for reading each and every individual document. So, the overall intention of Text Summarizer is to provide the meaning of text in less words and sentences. Summarization can be categorized as: Abstractive summarization and Extractive summarization. This case study is based on an extractive concept implemented on the studied models. Numerous automatic text summarization systems are handy today for English and other foreign languages. But when it comes to Indian languages, we observe inadequate number of automatic summarizers. Our efforts in this direction are mainly for developing automatic text summarizer for marathi Language. We look forward to evaluate the obtained summaries using ROUGE metric. This paper describes a multi document marathi extractive summarizer.

Keywords:
Automatic summarization Computer science Natural language processing Multi-document summarization Information retrieval Text graph Marathi Artificial intelligence Meaning (existential) Graph Text generation Source text Linguistics

Metrics

38
Cited By
1.59
FWCI (Field Weighted Citation Impact)
12
Refs
0.86
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence
Natural Language Processing Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Text Analysis Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence

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