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
battle_of_lorraine is a military conflict 1111 06-jul-2018 100.0  
scirtidae is an insect 1111 06-jul-2018 100.0  
toilet_cabinets is a household item 1111 06-jul-2018 96.6  
heart_valve_replacements is a medical procedure 1111 06-jul-2018 100.0  
muslim_magazine is a magazine 1111 06-jul-2018 99.8  
pulmonary_arteries arises from ventricle 1116 12-sep-2018 100.0  
canal is a subpart of the body within nerve_roots 1111 06-jul-2018 96.9  
barack_obama is a person who has age nonneginteger:n47 1116 12-sep-2018 100.0  
spielberg directed the movie e_t_ 1114 25-aug-2018 95.1  
bush is a U.S. politician endorsed by the U.S. politician dan_quayle 1112 24-jul-2018 93.8