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
social_rights is a socio-political term 1111 06-jul-2018 100.0  
proposed_investment is an economic sector 1112 24-jul-2018 100.0  
fuel_rating_rule is a legislative bill 1111 06-jul-2018 94.3  
shewanella_marina is a bacterium 1111 06-jul-2018 100.0  
class_shares is a machine-learning conference 1111 06-jul-2018 96.9  
good_housekeeping is related to steve_swartz 1114 25-aug-2018 100.0  
shaquille_oneal is an athlete also known as shaq__o_neal 1116 12-sep-2018 100.0  
the_george_washington_university is a sports team that plays in the league international 1116 12-sep-2018 100.0  
andrews is a person who moved to the state dc 1113 15-aug-2018 96.9  
beverages is an agricultural product that contains beverages 1113 15-aug-2018 99.2