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
n10626 is a ZIP code 1111 06-jul-2018 99.6  
university_comments is software used by machine-learning scientists 1111 06-jul-2018 99.6  
chris_navi is a politician 1111 06-jul-2018 91.3  
harley_davison is a company 1111 06-jul-2018 94.4  
orchid_weevil is an insect 1111 06-jul-2018 100.0  
emi terminated the employment of lyor_cohen 1112 24-jul-2018 100.0  
manresa_beach is a lake in the state or province california 1116 12-sep-2018 100.0  
david_harrison plays in the league nba 1116 12-sep-2018 100.0  
spiders is an arthropod as well as beneficial_insects also is 1111 06-jul-2018 100.0  
alan_mulally is the CEO of the automobile maker company ford_motor_co 1116 12-sep-2018 100.0