The open-source project is here: <a href="https://github.com/dataqa/dataqa" rel="nofollow">https://github.com/dataqa/dataqa</a>. I have just released a feature which I have been working on for a while to solve a problem which I've seen a lot in industry: how to map entities found in text to large knowledge base ontologies.