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
duke_university is a school 1116 12-sep-2018 100.0  
beef_ is a type of meat 1111 06-jul-2018 99.5  
ronald_alexander is an astronaut 1111 06-jul-2018 99.1  
eastern_red_bat is a vertebrate 1111 06-jul-2018 97.7  
n12229 is a ZIP code 1112 24-jul-2018 99.8  
tuiasosopo and luis_valbuena are teammates 1111 06-jul-2018 93.8  
aetna is a company headquartered in the city hartford_connecticut 1116 12-sep-2018 99.4  
austin_children_museum is a museum in the city austin 1116 12-sep-2018 100.0  
john_paxson coaches in the league nba 1116 12-sep-2018 100.0  
brewers is a sports team also known as atlanta_braves 1112 24-jul-2018 93.8