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
sharon_lerner is a journalist 1111 06-jul-2018 100.0  
books_home is a stadium or event venue 1111 06-jul-2018 100.0  
wwe___legends_of_wrestlemania is software 1111 06-jul-2018 100.0  
nuclear_treaty is a TV show 1111 06-jul-2018 100.0  
jeremy_stewart is a European person 1111 06-jul-2018 100.0  
us_senator is a person who has residence in the geopolitical location texas 1116 12-sep-2018 100.0  
wxyz is a TV station in the city detroit 1116 12-sep-2018 100.0  
cadillac is a specific automobile maker dealer in diego 1112 24-jul-2018 93.8  
belfastzoo is a zoo in the city belfast 1116 12-sep-2018 100.0  
heathrow is an airport in the city central_london 1116 12-sep-2018 100.0