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
wonderful_picture is form of visual art 1111 06-jul-2018 96.5  
image_editing is a hobby 1111 06-jul-2018 99.9  
bunker_c_fuel is a refinery product 1112 24-jul-2018 95.9  
pre_proposal_meeting is a perception action 1111 06-jul-2018 97.4  
various_arteries is an artery 1111 06-jul-2018 99.2  
n8 is the number of people that died in the event n2009_taconic_state_parkway_crash 1116 12-sep-2018 100.0  
harvard_radcliffe is a sports team that plays the sport football 1116 12-sep-2018 100.0  
colombia is a country located in the geopolitical location south_america 1111 06-jul-2018 100.0  
london_stanstead is an airport in the city central_london 1116 12-sep-2018 100.0  
joel_coen directed the movie fargo 1114 25-aug-2018 98.4