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
sappington_farmers_market is a retail store 1111 06-jul-2018 99.8  
whangarei_airport is a transportation port 1111 06-jul-2018 100.0  
le_nozioni is a wine 1111 06-jul-2018 99.3  
pandemic_influenza_strain is a virus 1111 06-jul-2018 98.1  
sheri_abrams is a U.S. politician 1111 06-jul-2018 91.2  
brian_wilson is a musician who is part of beach_boys 1116 12-sep-2018 100.0  
european_countries is a generalization of switzerland_switzerland 1116 12-sep-2018 100.0  
santa_fe is a city also known as rio 1112 24-jul-2018 93.8  
alexander has been charged with murder 1112 24-jul-2018 98.4  
chelsea is a person who has age 28 1116 12-sep-2018 100.0