Design based Retrieval Augmented Generation Oriented Education Chatbot: Edubot

Chatbot, a system which focuses on utilizing advanced natural language processing (NLP) techniques. This research aims to provide a comprehensive understanding of Chatbot, including its background, evolution and future application, with the focus mainly on its impact on education. The landscape of scientific research has been transformed by artificial intelligence (AI) and machine learning. This research explores OpenAI’s chatbot, which leverages advanced techniques in Natural Language Processing (NLP), Supervised Learning, and Reinforcement Learning to understand and generate text that closely resembles human-written content. As per state-of-art, an interface has been developed along with dataset creation. A small level BOT that would use a self-made database on Pinecone which has been integrated into it. The interface will take the queries from the user and provide a suitable and accurate answer by using the RAG & LLM algorithm.

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Publication Details

Published
2024-11-28
DOI
https://doi.org/10.1109/icaiccit64383.2024.10912174
Citations
10
Primary Topic
AI in Service Interactions
Type
article
Field-Weighted Citation Impact
3.47
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article

Design based Retrieval Augmented Generation Oriented Education Chatbot: Edubot

A. K. Yadav, Shefali Singhal, J. K. Sharma, Tanya Pandey
10 citations
AI in Service Interactions
3.47
article

Design based Retrieval Augmented Generation Oriented Education Chatbot: Edubot

A. K. Yadav, Shefali Singhal, J. K. Sharma, Tanya Pandey
article en
10 citations

Abstract

Chatbot, a system which focuses on utilizing advanced natural language processing (NLP) techniques. This research aims to provide a comprehensive understanding of Chatbot, including its background, evolution and future application, with the focus mainly on its impact on education. The landscape of scientific research has been transformed by artificial intelligence (AI) and machine learning. This research explores OpenAI’s chatbot, which leverages advanced techniques in Natural Language Processing (NLP), Supervised Learning, and Reinforcement Learning to understand and generate text that closely resembles human-written content. As per state-of-art, an interface has been developed along with dataset creation. A small level BOT that would use a self-made database on Pinecone which has been integrated into it. The interface will take the queries from the user and provide a suitable and accurate answer by using the RAG & LLM algorithm.

Manav Rachna International Institute of Research and Studies (IN)
Quality Education
Openalex Percentile: Top 6%
AI in Service Interactions
3.47
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Design based Retrieval Augmented Generation Oriented Education Chatbot: Edubot — A. K. Yadav, Shefali Singhal, et al. · (2024) | TGRS Research Map | TGRS