UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 10 Issue 5
May-2023
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR2305929


Registration ID:
516493

Page Number

i804-i809

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Title

Overcoming Language Barriers in Journalism: A Translation and Summarization Tool Utilizing Advanced AI ModelsOvercoming Language Barriers in Journalism: A Translation and Summarization Tool Utilizing Advanced AI Models

Authors

Abstract

In the era of global information exchange, journalists face challenges in accessing and understanding video content in various languages. Accurate and reliable translations are critical for disseminating information across borders and overcoming language barriers. This paper presents a comprehensive translation and summarization tool specifically designed for journalists that leverages OpenAI's Whisper Automatic Speech Recognition (ASR), GPT-3.5-Turbo models, and the 'facebook/xm_transformer_sm_all-en' speech-to-speech translation model. The tool addresses the prevalent issues of biased translations, cultural nuances, time pressure, and resource inaccessibility by translating, transcribing, summarizing, and overlaying speech on video content while also incorporating a Q&A functionality based on the transcriptions. The system architecture involves downloading YouTube videos, processing them through the Whisper, GPT-3.5-Turbo, and HuggingFace APIs, and hosting the results on Streamlit, providing an accessible and user-friendly interface. We evaluate the tool's performance in real-world scenarios, demonstrating its potential to significantly improve the accessibility and reliability of information for journalists by providing accurate translations, maintaining cultural nuances, and offering rapid response times. This research offers insights into the practical application of advanced ASR and language models to address translation and summarization challenges in journalism, enriched by the addition of the 'facebook/xm_transformer_sm_all-en' speech-to-speech translation model.

Key Words

Global information exchange, Whisper ASR, GPT-3.5-Turbo, Cultural nuances, Translation and summarization tool, Journalism challenges,

Cite This Article

"Overcoming Language Barriers in Journalism: A Translation and Summarization Tool Utilizing Advanced AI ModelsOvercoming Language Barriers in Journalism: A Translation and Summarization Tool Utilizing Advanced AI Models", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 5, page no.i804-i809, May-2023, Available :http://www.jetir.org/papers/JETIR2305929.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Overcoming Language Barriers in Journalism: A Translation and Summarization Tool Utilizing Advanced AI ModelsOvercoming Language Barriers in Journalism: A Translation and Summarization Tool Utilizing Advanced AI Models", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 5, page no. ppi804-i809, May-2023, Available at : http://www.jetir.org/papers/JETIR2305929.pdf

Publication Details

Published Paper ID: JETIR2305929
Registration ID: 516493
Published In: Volume 10 | Issue 5 | Year May-2023
DOI (Digital Object Identifier): http://doi.one/10.1729/Journal.34530
Page No: i804-i809
Country: Bidar, Karnataka, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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