AI-Driven Bilingual Voice Chatbot

This project proposes an AI-driven, bilingual voice- enabled health chatbot that aims to enhance healthcare access in Karnataka’s rural and semi-urban zones. The system was initially developed with a fine-tuned GPT-2 model; however, it generated unpredictable and sometimes unrelated answers, particularly for advanced or bilingual inputs. To address these constraints, the model was substituted with Mistral LLM through integration on LangChain, allowing Retrieval-Augmented Generation (RAG) to generate more precise and context-specific responses from a carefully curated health QA dataset. Supporting both Kannada and English languages, voice interaction in real time, and a friendly Gradio interface, the chatbot offers inclusive, voice-to- voice health support customized for those with low literacy and restricted digital exposure

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Publication Details

Journal
International Journal for Research in Applied Science and Engineering Technology
Published
2025-05-28
DOI
https://doi.org/10.22214/ijraset.2025.71640
Primary Topic
AI in Service Interactions
Type
article
Field-Weighted Citation Impact
0.00
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article

AI-Driven Bilingual Voice Chatbot

S Manimala
International Journal for Research in Applied Science and Engineering Technology
AI in Service Interactions
article

AI-Driven Bilingual Voice Chatbot

S Manimala
article en

Abstract

This project proposes an AI-driven, bilingual voice- enabled health chatbot that aims to enhance healthcare access in Karnataka’s rural and semi-urban zones. The system was initially developed with a fine-tuned GPT-2 model; however, it generated unpredictable and sometimes unrelated answers, particularly for advanced or bilingual inputs. To address these constraints, the model was substituted with Mistral LLM through integration on LangChain, allowing Retrieval-Augmented Generation (RAG) to generate more precise and context-specific responses from a carefully curated health QA dataset. Supporting both Kannada and English languages, voice interaction in real time, and a friendly Gradio interface, the chatbot offers inclusive, voice-to- voice health support customized for those with low literacy and restricted digital exposure

International Journal for Research in Applied Science and Engineering TechnologyVol. 13(5)
JSS Science and Technology University (IN)
Quality Education
Openalex Percentile: Top 94%
AI in Service Interactions
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