Soham Shah
Hi, I'm Soham and welcome to my world. Also here's my LinkedIn .
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Knowledgeable LLMs: Hybrid Search Approaches
Large Language Models (LLMs) like GPT-3 have revolutionized natural language processing and enabled machines to understand and generate human-like text. However, as powerful as these models are, they still face limitations when it comes to connecting with personal data, company data, and other unstructured data sources. Traditional search techniques, such as keyword-based and BM25 search, can only go so far in bridging this gap. That is where hybrid search approaches come in. By combining embeddings, keywords, BM25, and other search signals, these approaches can better connect LLMs to a variety of data sources and enable powerful new applications for personal knowledge management, data exploration, and more.
