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
two_timeshares is a parlour game 1111 06-jul-2018 91.2  
isopropyl_ether_peroxide is a chemical 1111 06-jul-2018 100.0  
u_s__army_military_police is a political organization that is not part of the government 1111 06-jul-2018 100.0  
carlos_george is a chef 1111 06-jul-2018 91.5  
vioxx_and_bextra is a product 1111 06-jul-2018 99.4  
south_bermondsey is a park in the city central_london 1116 12-sep-2018 94.1  
former_green_bay_packers is an organization also known as eagles 1113 15-aug-2018 99.6  
hong_kong_airport is an attraction that will be fall in city hong_kong 1116 12-sep-2018 98.4  
ryan_newman is a person who belongs to the organization nascar 1112 24-jul-2018 96.9  
animals is an agricultural product grown in region 1116 12-sep-2018 100.0