Design based Retrieval Augmented Generation Oriented Education Chatbot: Edubot
Tanya Pandey, Armaan Yadav, Janvi Sharma, Shefali Singhal
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.