RAG

There exist quite a number of RAG techniques aiming to improve chatbot systems to have better accuracy and relevance to questions being asked. Some of the popular techniques are - RAG Fusion Multi query Native RAG Stepback prompting Hierarchical indexes Document summary index + LLM rerank HyDe Query decomposition Refer to research paper with different RAG techniques compared are graded - https://arxiv.org/pdf/2404.01037 Here is how they compare to each other and what are the benefits and problems of each technique being used for implementing RAG based systems. ...

So I have been working on GenAI applications for past few months and decided to build something using RAG. I could not think of some interesting resources so I decided to take my own blog content as the data to build my RAG chatbot on. Please note that the following content is going to be almost same as my medium blog - https://medium.com/@varunarora1408/building-rag-chatbot-on-my-personal-blog-ff89ac772c69 So, here was the rough idea that came to my mind to create this application- ...