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
william_yates is a scientist 1111 06-jul-2018 99.9  
hairy_squat_lobster is a crustacean 1111 06-jul-2018 99.9  
beckett_baseball_card_monthly_magazine is a magazine 1111 06-jul-2018 99.8  
flamingo_gardens is an aquarium 1111 06-jul-2018 100.0  
ichc is a conference 1111 06-jul-2018 98.7  
al_arish is a city located in the geopolitical location egypt 1112 24-jul-2018 93.8  
system001 is a subpart of the body within receptors 1111 06-jul-2018 100.0  
metropolitan_museum is a museum in the city nueva_york 1116 12-sep-2018 98.4  
kelvin_sampson is related to usa 1116 12-sep-2018 100.0  
ferdinand_piech is the CEO of the automobile maker company volkswagen 1116 12-sep-2018 100.0