Vectors are mathematical representations that have a magnitude and direction. In this article, we will discuss what vectors are in the context of NLP (natural language processing) and neural retrieval, and present some popular algorithms used for performing vector search. The retrieved data can then be consumed directly or fed to an LLM to generate a coherent answer to the query. Given a myriad of input data, vector search retrieves the relevant data that answers an input query. One of the core components of such a pipeline is vector search. Neural search and Grounded Generation (aka Retrieval Augmented Generation) have recently created a lot of buzz due to their vast applications. Startups GenAI empowerment for Startup Ecosystemĭive deep into the mechanics of Vector Search, where data meets geometry to redefine the future of search algorithms.Īugust 22, 2023 by Tallat Shafaat & Talip Ozturk.Partnerships Co-building the “art of possible” with GenAI.Careers and Culture Join our mission to help the world find better.Newsroom Read the latest on Vectara and AI.About Vectara LLM-powered search for your app.Retrieval Augmented Generation Everything you need to know.Glossary of LLM Terms Master understanding, to master GenAI.* New * Demos Experience the magic of Vectara for yourself.e-Books & Guides Explore ways to use LLM-powered search.Help Center Get help in multiple channels.Webinars & Events Content that inspires and educates.Take a Tour of Vectara 5-minute product walkthrough.Demos & Videos Watch to create and build using modern search.Getting Started Fast-track your learning.Research & Analysis Extract more value from your data assets.Workplace Search Surface the right answers the first time.Conversational AI Increase the intelligence of your Chatbot.Global Site Search Web search that spans domains & languages.Search-powered Applications APIs to help users find everything.Secure & Reliable Secure, available search-as-a-service.Language Agnostic Search across many languages.API-first Flexible search for any application.Breakthrough Relevance Search that learns as it does.Retrieval Augmented Generation Best-in-class retrieval, summaries, & more.Why Vectara? Affordable, fast, AI at your fingertips.What is Vectara? Modern, LLM-powered search platform.
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