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INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016 Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI) |
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Issue: May 2024
Volume 9 | Issue 5
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| Paper Title: | Text Summarisation |
| Authors Name: | Kanan Gulati , Sumit Pandey |
| Download E-Certificate: | Download |
| Author Reg. ID: |
IJNRD_194822
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| Published Paper Id: | IJNRD2305249 |
| Published In: | Volume 8 Issue 5, May-2023 |
| DOI: | http://doi.one/10.1729/Journal.34282 |
| Abstract: | Over the past two years, taking short notes from lectures has proven to be an important tool for writing down key words and phrases that best represent context. However, many methods now use legacy methods, produce output or require hours of manual editing to produce good results. Recently, new machine learning architectures provide inferential summarization mechanisms by clustering the output embeddings of deep learning models. In this project, we will use many to many sequence models using the abstractive text summarization techniques to predict content analysis. We have implemented frequency based and position based summary in which few test cases to examine it, later on we have implemented using the you-tube video transcript summarization and Hindi text- summarization techniques. Using the tracking system, we will focus on the specific content while checking the content of the article. We've used two classes of Attention Mechanisms: Global Attention: In Global attention, all the hidden states of every time step from the encoder model are used to generate the context vector. Local Attention: Here few of the hidden states which are there from the encoder model generates the context vector. Index terms—Text Summarization, NLP, Machine Learning, NLTK, Stopwords, Attention Mechanism |
| Keywords: | Text Summarization, NLP, Machine Learning, NLTK, Stopwords, Attention Mechanism |
| Cite Article: | "Text Summarisation", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 5, page no.c360-c367, May-2023, Available :http://www.ijnrd.org/papers/IJNRD2305249.pdf |
| Downloads: | 000118767 |
| ISSN: |
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID:IJNRD2305249 Registration ID: 194822 Published In: Volume 8 Issue 5, May-2023 DOI (Digital Object Identifier): http://doi.one/10.1729/Journal.34282 Page No: c360-c367 Country: Pune, Maharashtra, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijnrd.org/viewpaperforall?paper=IJNRD2305249 Published Paper PDF: https://www.ijnrd.org/papers/IJNRD2305249 |
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ISSN: 2456-4184
Impact Factor: 8.76 and ISSN APPROVED
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