Advancing Multilingual NLP: Techniques and Challenges in Multilingual Text Understanding

Yuvraj Nama; Punit Kumar

Advancing Multilingual NLP: Techniques and Challenges in Multilingual Text Understanding

December 2024

Vol-10, Issue-6

Paper ID: 25411

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Engineering

Keywords

mBERT XLM-R mBART Multilingual communication Natural Language Processing (NLP) Sentiment analysis Intent recognition Text classification Multilingual text understanding Self-supervised learning Transfer learning Multilingual models.

Abstract

Recently, the increasing demand for multilingual communication around the world has placed more emphasis on using Natural Language Processing (NLP) to solve challenging tasks like sentiment analysis, intent recognition, and text classification within different linguistic settings. This paper discusses the most up-to-date work in multilingual text understanding with special focus on self-supervised learning, transfer learning, and the use of multilingual models, such as mBERT, XLM-R, and mBART. Thirdly, the research explores specialized architectures for multilingual sentiment analysis and abusive content detection with a focus on the ability and efficiency of such approaches in resource-poor and data-scarce settings. The experimentation is applied through concrete instantiations in conversational artificial intelligence, e-commerce, and social media analytics frameworks, based on detailed visualizations and empirical results. The paper ends with future directions in hybrid approaches, efficient model architectures, and innovative data augmentation strategies in the pursuit of advanced multilingual NLP.

License

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Author Information

#	Name	Institute / Affiliation
1	Yuvraj Nama	Poornima Institute of Engineering and Technology, Jaipur
2	Punit Kumar	Poornima Institute of Engineering and Technology, Jaipur

How to Cite

Use the following formats to cite this article in your research.

APA Style

Nama, Yuvraj & Kumar, Punit (2024). Advancing Multilingual NLP: Techniques and Challenges in Multilingual Text Understanding. International Journal of Advance Research and Innovative Ideas In Education, 10(6), 1134-1140.

MLA Style

Nama, Yuvraj, and Punit Kumar. "Advancing Multilingual NLP: Techniques and Challenges in Multilingual Text Understanding." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 6, 2024, pp. 1134-1140.

IEEE Style

Yuvraj Nama and Punit Kumar, "Advancing Multilingual NLP: Techniques and Challenges in Multilingual Text Understanding," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 6, pp. 1134-1140, 2024.

Vancouver Style

Nama Yuvraj, Kumar Punit. Advancing Multilingual NLP: Techniques and Challenges in Multilingual Text Understanding. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(6):1134-1140.

Harvard Style

Nama, Yuvraj & Kumar, Punit (2024) 'Advancing Multilingual NLP: Techniques and Challenges in Multilingual Text Understanding', International Journal of Advance Research and Innovative Ideas In Education, 10(6), pp. 1134-1140.

Chicago Style

Nama, Yuvraj and Punit Kumar. "Advancing Multilingual NLP: Techniques and Challenges in Multilingual Text Understanding." International Journal of Advance Research and Innovative Ideas In Education 10, no. 6 (2024): 1134-1140.

Turabian Style

Nama, Yuvraj and Punit Kumar. "Advancing Multilingual NLP: Techniques and Challenges in Multilingual Text Understanding." International Journal of Advance Research and Innovative Ideas In Education 10, no. 6 (2024): 1134-1140.