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 1,849,568 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
biologics is a personal care product 728 29-apr-2013 99.6  
sunset_whale is a vertebrate 728 29-apr-2013 98.4  
andrew_bernstein is a professor 728 29-apr-2013 99.2  
jcpenny is a retail store 728 29-apr-2013 97.7  
mugali is an ethnic group 731 07-may-2013 94.1  
ararat is a mountain in the state or province turkey 733 16-may-2013 100.0  
pets is an animal that is a kind of cats 728 29-apr-2013 100.0  
the sport soccer was played at n2000_euro_cup 733 16-may-2013 100.0  
middlesex_turnpike is a street in the city bedford 733 16-may-2013 100.0  
about_com is a company headquartered in the city new_york_city 733 16-may-2013 96.9