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Title: :  Automatic Text Summerization
PaperId: :  11705
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 6 Issue 2 2020
DUI:    16.0415/IJARIIE-11705
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Kamini Mohan AchariSandip Foundation, Sandip Polytechnic
Suchita Narendrakumar GiraseSandip Foundation, Sandip Polytechnic
Mayuri Ramesh SableSandip Foundation, Sandip Polytechnic
Suvarna.P.KaleSandip Foundation, Sandip Polytechnic

Abstract

Information Technology Engineering
Machine learning , Deep learning , Natural Language Processing(NLP) , etc…
Extractive Text Summarization is a Natural Language Processing problem of forming a summary by using the most important sentences of an article and has been addressed in many different ways. In this research, a model is developed that uses metrics for giving importance to sentences, and applies it to Machine Learning and Deep Learning Models. The main objective of the model is to learn to classify which sentences belong and which do not in a summary. Using the results obtained the optimal approach, along with other approaches that work particularly well, to do extractive text summarization, are found. In addition, the analysis of why these models perform better than the rest is done. Finally, the importance of each metric in forming a summary is discovered based on several evaluation measures. Text summarization has a lot of research devoted to it, which has resulted in development of various techniques to do the same. The process of text summarization is broadly divided into two types – extractive and abstractive. To develop a model that does extractive text summarization along with finding and evaluating which parameters and machine learning and deep learning algorithms optimize the working of the model.

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IJARIIE Kamini Mohan Achari, Suchita Narendrakumar Girase, Mayuri Ramesh Sable, and Suvarna.P.Kale. "Automatic Text Summerization" International Journal Of Advance Research And Innovative Ideas In Education Volume 6 Issue 2 2020 Page 1494-1503
MLA Kamini Mohan Achari, Suchita Narendrakumar Girase, Mayuri Ramesh Sable, and Suvarna.P.Kale. "Automatic Text Summerization." International Journal Of Advance Research And Innovative Ideas In Education 6.2(2020) : 1494-1503.
APA Kamini Mohan Achari, Suchita Narendrakumar Girase, Mayuri Ramesh Sable, & Suvarna.P.Kale. (2020). Automatic Text Summerization. International Journal Of Advance Research And Innovative Ideas In Education, 6(2), 1494-1503.
Chicago Kamini Mohan Achari, Suchita Narendrakumar Girase, Mayuri Ramesh Sable, and Suvarna.P.Kale. "Automatic Text Summerization." International Journal Of Advance Research And Innovative Ideas In Education 6, no. 2 (2020) : 1494-1503.
Oxford Kamini Mohan Achari, Suchita Narendrakumar Girase, Mayuri Ramesh Sable, and Suvarna.P.Kale. 'Automatic Text Summerization', International Journal Of Advance Research And Innovative Ideas In Education, vol. 6, no. 2, 2020, p. 1494-1503. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Automatic_Text_Summerization_ijariie11705.pdf (Accessed : ).
Harvard Kamini Mohan Achari, Suchita Narendrakumar Girase, Mayuri Ramesh Sable, and Suvarna.P.Kale. (2020) 'Automatic Text Summerization', International Journal Of Advance Research And Innovative Ideas In Education, 6(2), pp. 1494-1503IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Automatic_Text_Summerization_ijariie11705.pdf (Accessed : )
IEEE Kamini Mohan Achari, Suchita Narendrakumar Girase, Mayuri Ramesh Sable, and Suvarna.P.Kale, "Automatic Text Summerization," International Journal Of Advance Research And Innovative Ideas In Education, vol. 6, no. 2, pp. 1494-1503, Mar-App 2020. [Online]. Available: http://ijariie.com/AdminUploadPdf/Automatic_Text_Summerization_ijariie11705.pdf [Accessed : ].
Turabian Kamini Mohan Achari, Suchita Narendrakumar Girase, Mayuri Ramesh Sable, and Suvarna.P.Kale. "Automatic Text Summerization." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 6 number 2 ().
Vancouver Kamini Mohan Achari, Suchita Narendrakumar Girase, Mayuri Ramesh Sable, and Suvarna.P.Kale. Automatic Text Summerization. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2020 [Cited : ]; 6(2) : 1494-1503. Available from: http://ijariie.com/AdminUploadPdf/Automatic_Text_Summerization_ijariie11705.pdf
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