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
real_square is a geometric shape 1111 06-jul-2018 92.8  
importantrole is a musical instrument 1111 06-jul-2018 95.0  
center_autoresponder is a sports team position 1111 06-jul-2018 99.3  
mccarran_aviation_heritage_museum is a museum 1111 06-jul-2018 100.0  
monique_gabrielle is a fashion model 1111 06-jul-2018 91.3  
ford is a company that produces mustang 1114 25-aug-2018 100.0  
emi has acquired eric_nicoli 1114 25-aug-2018 100.0  
henry001 has citizenship in the country germany 1114 25-aug-2018 100.0  
yiddish is the language of the country israel 1114 25-aug-2018 100.0  
philadelphia_eagles is headquartered in the state or province ny 1116 12-sep-2018 98.4