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
michel_gauthier is an African person 1111 06-jul-2018 99.9  
left_wing_workers is a trade union 1112 24-jul-2018 90.7  
isa_conferences is a conference 1111 06-jul-2018 99.4  
deep_lilac is a color 1111 06-jul-2018 100.0  
slaughter_mountain is a mountain 1111 06-jul-2018 100.0  
derbid_planthopper is related to white 1116 12-sep-2018 100.0  
beijing_capital_airport is an airport in the city beijing 1116 12-sep-2018 100.0  
european_nations is a generalization of germany 1115 03-sep-2018 100.0  
franklin_pierce is a U.S. politician who holds the office of secretary 1111 06-jul-2018 100.0  
usa is related to chicago_cubs 1116 12-sep-2018 100.0