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
beaver_crossing_nebraska is a beach 1111 06-jul-2018 100.0  
tour_de_baviere is a sporting event 1111 06-jul-2018 100.0  
childcare_magazines is a kind of media 1111 06-jul-2018 99.0  
sofitel_miami_airport is a tourist attraction 1111 06-jul-2018 94.5  
much_of_the_original_rennie_bridge is a bridge 1111 06-jul-2018 99.3  
princess_margaret is a person born on the date n1930 1116 12-sep-2018 100.0  
museum_of_sex is a museum in the city new_york 1116 12-sep-2018 100.0  
scorpions is a musician in the genre metal 1113 15-aug-2018 93.8  
scott has been charged with murder 1116 12-sep-2018 100.0  
stafford and knowshon_moreno are teammates 1111 06-jul-2018 100.0