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
gaetano_bellei is an architect 1111 06-jul-2018 100.0  
jul_62 is a date 1111 06-jul-2018 100.0  
locarno is a city 1111 06-jul-2018 99.8  
centralworld_plaza is a shopping mall 1111 06-jul-2018 100.0  
orange_ladybird is an arthropod 1111 06-jul-2018 97.9  
system looks like display001 1112 24-jul-2018 98.4  
jacob has wife elizabeth 1116 12-sep-2018 93.8  
peyton_manning is an athlete who wins super_bowl 1114 25-aug-2018 100.0  
assiniboine_park_zoo is an aquarium in the city winnipeg 1116 12-sep-2018 100.0  
leeds_bradford is an airport in the city leeds 1116 12-sep-2018 99.6