txtai
AI-powered search engine
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David Mezzetti

txtai - AI-powered search engine

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txtai builds an AI-powered index over sections of text. txtai supports building text indices to perform similarity searches and create extractive question-answering based systems. txtai also has functionality to add similarity search to existing applications.

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David Mezzetti
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Thank you for taking a look at txtai! txtai is a contextual/similarity search engine powered by Transformers. The work behind txtai got it's start in early 2020 with a site named neuspo.com. neuspo identifies fact-driven sports event and news content. When COVID-19 hit and sports went on hiatus, the technology was applied towards the Kaggle CORD-19 Challenge and did well, winning multiple awards. From there the work was abstracted and txtai was born! txtai is integrated into the following applications: paperai - AI-powered literature discovery and review engine for medical/scientific papers tldrstory - AI-powered understanding of headlines and story text neuspo - Fact-driven, real-time sports event and news site codequestion - Ask coding questions directly from the terminal Another important feature of txtai is interoperability with multiple programming languages. The majority of machine learning projects work with Python. txtai has an API with full language support for JavaScript, Rust, Go and Java. The API service can be started via a Dockerfile with minimal configuration/installs and no Python knowledge. We are looking to broaden the reach of machine learning.