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
n00130 is a ZIP code 1112 24-jul-2018 99.8  
alabama_state_league is a sports league 1116 12-sep-2018 96.6  
family_photographer is a job position 1111 06-jul-2018 95.0  
add_recordings is a record label 1111 06-jul-2018 98.5  
kansas_committee is a political organization that is not part of the government 1111 06-jul-2018 100.0  
prince has citizenship in the country hungary 1114 25-aug-2018 98.4  
lou_gerstner is a top member of ibm 1116 12-sep-2018 100.0  
national is a bank that bought kotak_mahindra 1114 25-aug-2018 100.0  
ritchie has wife madonna 1116 12-sep-2018 100.0  
china is a country located in the geopolitical location neighboring_arab_countries 1111 06-jul-2018 100.0