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
milwaukee_county_zoological_gardens is an aquarium 1111 06-jul-2018 100.0  
texas_dow_employees_credit_union is a bank 1111 06-jul-2018 100.0  
new_york is a location 1114 25-aug-2018 100.0  
zoo_ave is a zoo 1111 06-jul-2018 99.9  
page_watch is a CEO 1111 06-jul-2018 93.6  
presbyterian is a hospital in the city new_york 1116 12-sep-2018 100.0  
dane_county_regional is an attraction that will be fall in city madison 1116 12-sep-2018 96.9  
androscoggin_lake is a lake in the state or province maine 1116 12-sep-2018 100.0  
business is a type of management 1114 25-aug-2018 100.0  
usa_today is a newspaper in the city new_york 1116 12-sep-2018 100.0