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
country_partner is a geopolitical entity that is an organization 1111 06-jul-2018 94.8  
inachidae is an arthropod 1111 06-jul-2018 96.5  
charlene_proctor is an actor 1111 06-jul-2018 91.4  
sichuan_salamander is an amphibian 1111 06-jul-2018 100.0  
little_yellow_shouldered_bat is a mammal 1111 06-jul-2018 100.0  
bud_grant coaches in the league nfl 1116 12-sep-2018 100.0  
tata has acquired corus 1112 24-jul-2018 98.4  
china is a country located in the geopolitical location several_nations 1111 06-jul-2018 93.8  
sam_cooke is a musician in the genre soul 1113 15-aug-2018 99.2  
michael_nutter is a person who has residence in the geopolitical location philadelphia 1113 15-aug-2018 100.0