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ArticlePeer ReviewedOpen AccessPlagiarism Passed
Paper ID:10.55041/IJSREM28992

Text Summarization for Personalized Movie Review

Stream/Area:

-

Subject:

-

Paper ID:

10.55041/IJSREM28992

Volume:

8 |

3 |

Mar 2024

Pages:

Publication Frequency:

Monthly (12 issues per year)

DOI
Digital Object Identifier
10.55041/IJSREM28992

License:International Journal of Scientific Research in Engineering and Management follows the Creative Commons Attribution 4.0 (CC BY 4.0) License, allowing free use and distribution with proper attribution.

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Authors

GS

G Samhith

HR

H Rohan

JVK

J Varun Kumar

KA

K Abhishek

GR

G. RAMYA

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Abstract

The aim of this project is to create a personalised review creation system for movies using a sequence-to-sequence model and abstractive text summary techniques. The idea is to developinsightful and personalised evaluations that capture the spirit and sentiment of a film.Abstractive text summarization is an Natural language processing (NLP) technique of generating new and brief summary of source text data. It generates new lines in summary of text data which are relevant to the original lines. Abstractive summarization yields a numberof applications in different domains, from books and literature, to science and R&D, to financial research and legal documents analysis. This project introduces a fresh method for generating personalized movie reviews using abstractive text summarization. The approach employs a BERT-based encoder-decoder model, trained on user reviews enriched with movieratings. This enables the model to create reviews that are not only informative and captivating but also match the user’s preferences. By merging NLP and user preferences, we provide summaries that offer insights into reviews while aligning with the user’s cinematic likes. In the era of abundant online content, our personalized summarization technique is a valuable tool for helping users navigate movie-related information.

KEYWORDS

Transformers Bert model Bert for Sequence Classification Bert Tokenizer Pegasus model Pegasus tokenizer Data Loader Pandas.

Cite This Article

G Samhith, H Rohan, J Varun Kumar, K Abhishek, G. RAMYA, "Text Summarization for Personalized Movie Review," International Journal of Scientific Research in Engineering and Management, vol. 8, no. 3, Mar 2024. https://doi.org/10.55041/IJSREM28992

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Publication Date

12/31/45355

Peer Review Type

Double-Blind Peer Review

Review Rounds: 2

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Conflict of Interest

The authors declare no conflict of interest related to this research work.

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No funding information available for this research.

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