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
kaesong is a city 1111 06-jul-2018 99.8  
coastal_flatwoods_crayfish is a crustacean 1111 06-jul-2018 99.7  
jangle_punk is a genre of music 1111 06-jul-2018 98.9  
black_circles is a geometric shape 1111 06-jul-2018 91.1  
murcia_airport is a transportation port 1111 06-jul-2018 100.0  
washington has been charged with murder 1113 15-aug-2018 93.8  
n3 is the number of people killed in the event boston_marathon_bombings 1116 12-sep-2018 100.0  
national_maritime_museum is a tourist attraction in the city central_london 1116 12-sep-2018 100.0  
manny_diaz is the leader of the city miami 1116 12-sep-2018 98.6  
role is found in valley 1111 06-jul-2018 96.9