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
magnalight_com is an automobile manufacturer 1111 06-jul-2018 95.2  
nba_street_2 is software 1111 06-jul-2018 100.0  
streptomyces_asterosporus is a bacterium 1111 06-jul-2018 100.0  
system_frauds is a video game system 1111 06-jul-2018 98.3  
public_servants_association_of_south_africa is a trade union 1111 06-jul-2018 91.6  
rio_casino is a building located in the city las_vegas 1116 12-sep-2018 100.0  
krvs is headquartered in the city lafayette 1116 12-sep-2018 100.0  
sharapova is an athlete who wins australian_open 1112 24-jul-2018 99.9  
willie_brown is the leader of the city san_francisco 1116 12-sep-2018 99.8  
huggins is a person who belongs to the organization cincinnati 1111 06-jul-2018 93.8