NELL: Never-Ending Language Learning

Read the Web
Browse the Knowledge Base!

Can computers learn to read? We think so. "Read the Web" is a research project that attempts to create a computer system that learns over time to read the web. Since January 2010, our computer system called NELL (Never-Ending Language Learner) has been running continuously, attempting to perform two tasks each day:

So far, NELL has accumulated over 50 million candidate beliefs by reading the web, and it is considering these at different levels of confidence. NELL has high confidence in 2,810,379 of these beliefs — these are displayed on this website. It is not perfect, but NELL is learning. You can track NELL's progress below or @cmunell on Twitter, browse and download its knowledge base, read more about our technical approach, or join the discussion group.

Recently-Learned Facts Follow NELL on Twitter

instance iteration date learned confidence
coconino_gmc is an automobile manufacturer 1111 06-jul-2018 95.2  
marsh_lands can be a part of a landscape 1111 06-jul-2018 99.2  
fish_pond is a trail 1111 06-jul-2018 100.0  
kevin_sullivan is an Asian person 1111 06-jul-2018 100.0  
diane_baum coaches a sports team 1111 06-jul-2018 91.5  
dallas_aquarium is an aquarium in the city dallas 1116 12-sep-2018 100.0  
dallas_fort_worth_international_airport is an attraction that will be fall in city dallas 1116 12-sep-2018 96.9  
appetite is a subpart of the body within system 1111 06-jul-2018 100.0  
barbara has husband jim 1116 12-sep-2018 100.0  
suburban_rail is a transportation system located in the city central_london 1116 12-sep-2018 100.0