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eISSN: 2581-9615 || CODEN: WJARAI || Impact Factor 8.2 ||  CrossRef DOI

Research and review articles are invited for publication in March 2026 (Volume 29, Issue 3) Submit manuscript

AI based multilingual chatbot: A review on multilingual AI chatbot using transformer

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  • AI based multilingual chatbot: A review on multilingual AI chatbot using transformer

Ms. Payoshni Sanjay Gade 1, * and Dr. Sheetal S. Dhande 2

1   Research Scholar, MTech Computer Science and Engineering SIPNA College of Engineering, Amravati, India.

2   Professor, Computer Science and Engineering, SIPNA College of Engineering and Technology Amravati, India.

Review Article

World Journal of Advanced Research and Reviews, 2025, 28(02), 1567-1579

Article DOI: 10.30574/wjarr.2025.28.2.3836

DOI url: https://doi.org/10.30574/wjarr.2025.28.2.3836

Received on 03 October 2025; revised on 14 November 2025; accepted on 17 November 2025

The rapid advancement of Artificial Intelligence (AI) and Natural Language Processing (NLP) has significantly influenced the development of conversational agents. Multilingual chatbots, enabled by transformer-based architectures, address the critical challenge of cross-linguistic communication in domains such as education, healthcare, and customer service. Unlike traditional rule-based or LSTM-based models, transformer models leverage self-attention mechanisms to provide contextual understanding, scalability, and superior performance in multilingual settings. This paper presents a consolidated review of existing research on multilingual AI chatbots, focusing on their architectures, applications, and challenges. Prior studies have shown effective use of machine translation systems, integration with large language models, and reinforcement learning strategies to enhance dialogue quality. However, persistent gaps remain in cultural adaptability, low-resource language support, and bias mitigation. The paper highlights the need for advanced research to develop robust, culturally aware, and resource-efficient multilingual chatbots. The insights presented serve as a roadmap for future research, demonstrating the transformative role of transformer-driven chatbots in bridging global communication barriers.

Artificial Intelligence (AI); Natural Language Processing (NLP); LSTM; transformer models.

https://wjarr.com/sites/default/files/fulltext_pdf/WJARR-2025-3836.pdf

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Ms. Payoshni Sanjay Gade and Dr. Sheetal S. Dhande. AI based multilingual chatbot: A review on multilingual AI chatbot using transformer. World Journal of Advanced Research and Reviews, 2025, 28(2), 1567-1579. Article DOI: https://doi.org/10.30574/wjarr.2025.28.2.3836

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