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
eastwood_shopping_center is a shopping mall 1111 06-jul-2018 100.0  
university_of_northwestern_ohio is a sports team 1111 06-jul-2018 100.0  
glass_french_door is something found in or on buildings 1111 06-jul-2018 98.3  
apostle_islands_national_lakeshore is a trail 1111 06-jul-2018 100.0  
nicolas_de_stael is an architect 1111 06-jul-2018 100.0  
ben_roethlisberger plays the athletic team position quarterback 1111 06-jul-2018 100.0  
smith is a U.S. politician who holds the office of president 1116 12-sep-2018 99.9  
tocumen_international_airport is an airport in the city panama 1116 12-sep-2018 98.4  
new_hampshire is a sate or province located in the country usa 1116 12-sep-2018 100.0  
chevrolet is a specific automobile maker dealer in arizona 1114 25-aug-2018 100.0