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
san_diego_zoo_and_wild_animal_park is an aquarium 1111 06-jul-2018 100.0  
bill_lutz is a journalist 1111 06-jul-2018 97.5  
websters_salamander is an amphibian 1111 06-jul-2018 100.0  
representative_dan_lipinski is a politician 1111 06-jul-2018 100.0  
class_structure is a machine-learning conference 1112 24-jul-2018 96.3  
washington_d_c_ is a city also known as saint_louis 1113 15-aug-2018 100.0  
william has been charged with murder 1116 12-sep-2018 99.2  
season_the_clippers is a sports team that plays against raptors 1111 06-jul-2018 98.4  
ford is a company that produces fiesta 1114 25-aug-2018 100.0  
christian has citizenship in the country denmark 1112 24-jul-2018 100.0