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
web_site_advertising is an economic sector 1111 06-jul-2018 91.6  
the_scott_aquarium_at_the_henry_doorly_zoo is an aquarium 1111 06-jul-2018 100.0  
contact_caron is a book 1111 06-jul-2018 92.1  
frann_leach is a CEO 1111 06-jul-2018 94.3  
parmesan_cheesse is a cheese 1111 06-jul-2018 94.7  
the_andy_warhol_museum is a museum in the city pittsburgh 1116 12-sep-2018 100.0  
rembrandt is a person born on the date n1606 1116 12-sep-2018 100.0  
boeing is a company also known as ba 1114 25-aug-2018 100.0  
karnataka is a state or province located in the geopolitical location india 1115 03-sep-2018 100.0  
foreign_and_commonwealth_office is a tourist attraction in the city central_london 1116 12-sep-2018 100.0