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A Bi-lingual chatbot implementation for pandemic response using the transformer-based approach
Mugume Twinamatsiko Atwine1, Daudi Jjingo1,2,3, Mike Nsubuga1,2,4,5
1African Centers of Excellence in Bioinformatics and Data-Intensive Sciences, Kampala, Uganda.
A new bilingual chatbot provides 24/7 access to accurate COVID-19 pandemic information in English and Luganda. This AI tool combats misinformation and improves public health communication during global health crises.
Area of Science:
- Public Health
- Artificial Intelligence
- Natural Language Processing
Background:
- The COVID-19 pandemic underscored the need for reliable information dissemination.
- Misinformation on public platforms complicated pandemic management, requiring significant human resources.
- A scalable solution was needed to provide trustworthy, real-time health information.
Purpose of the Study:
- To develop an intelligent, bilingual chatbot for pandemic information.
- To provide 24/7 access to medically curated information in English and Luganda.
- To leverage AI to combat health misinformation and improve public health communication.
Main Methods:
- Developed a deep learning-based chatbot trained on a corpus of pandemic information.
- Utilized Natural Language Processing (NLP) frameworks for bilingual capabilities.
- Implemented a conversation-driven development approach for continuous improvement.
Main Results:
- Successfully implemented a chatbot providing accurate pandemic information in English and Luganda.
- Demonstrated the chatbot's ability to leverage English NLP for Luganda language interaction.
- Showcased the chatbot as an effective tool for real-time information dissemination.
Conclusions:
- The developed chatbot is an effective and flexible tool for managing pandemic information.
- AI-powered chatbots can significantly enhance public health communication during crises.
- Continuous improvement through user interaction ensures the chatbot's ongoing relevance and accuracy.
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