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
wilmington_international_airport is a transportation system 1111 06-jul-2018 100.0  
norgard is a musician 1111 06-jul-2018 96.5  
sugar_tree is a plant 1111 06-jul-2018 99.9  
manuel_granell is a South American person 1111 06-jul-2018 96.0  
cosley_lake is a trail 1111 06-jul-2018 100.0  
los_angeles_ca is a city also known as llan 1111 06-jul-2018 100.0  
large_herds refers to more than one sheep_ 1111 06-jul-2018 96.9  
george_mason is a person who has attended the school college 1114 25-aug-2018 97.0  
clinton is a U.S. politician endorsed by the U.S. politician george_mitchell 1113 15-aug-2018 93.8  
docklands is a tourist attraction in the city central_london 1116 12-sep-2018 100.0