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
saudi_arabia_jeddah is a country 1111 06-jul-2018 97.1  
kennard_road is a highway 1111 06-jul-2018 93.6  
breakfast_home is a non-profit organization 1111 06-jul-2018 92.3  
hivaoa is a geopolitical entity that is a location 1111 06-jul-2018 91.9  
kokoe_pa_poison_dart_frog is an amphibian 1111 06-jul-2018 100.0  
president is a person who has age nonneginteger:n48 1116 12-sep-2018 100.0  
shaquille_oneal is an athlete also known as shaq 1116 12-sep-2018 100.0  
joseph_conrad wrote the book lord_jim 1111 06-jul-2018 100.0  
suspects participated in the event offenses 1111 06-jul-2018 96.9  
european_nations is a generalization of france_france 1115 03-sep-2018 100.0