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
cystotomy_and_cystostomy is a medical procedure 1111 06-jul-2018 100.0  
confirmation__the_best_of_the_verve_years is a musical album 1111 06-jul-2018 99.9  
university_of_texas_at_san_antonio is a sports team 1111 06-jul-2018 100.0  
other_beers is a beverage 1111 06-jul-2018 92.4  
n2_8_percent is a machine-learning algorithm 1111 06-jul-2018 99.3  
the_solomon_r__guggenheim_museum is a museum in the city new_york 1116 12-sep-2018 93.8  
michael_bear is the leader of the city city_of_london 1116 12-sep-2018 100.0  
legace and chris_osgood are teammates 1111 06-jul-2018 93.8  
wgbh is a TV station in the city boston 1116 12-sep-2018 100.0  
flowers is an agricultural product produced in soviet_union 1116 12-sep-2018 100.0