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
last_40_years is a sports game 1111 06-jul-2018 99.8  
lower_limb_veins is a part of the body 1111 06-jul-2018 98.6  
chair_slipcover is a household item 1111 06-jul-2018 100.0  
tupelo_regional_airport is a transportation port 1112 24-jul-2018 100.0  
page_county is an airport 1111 06-jul-2018 100.0  
future_arms is a type of weapon produced in russia 1113 15-aug-2018 96.9  
heath_ledger is a person who died at the age of 28 1116 12-sep-2018 100.0  
english_language is a language taught in language schools in the city san_francisco 1112 24-jul-2018 92.9  
prince has citizenship in the country monaco 1114 25-aug-2018 100.0  
black_pepper is an agricultural product that is usually cooked with lemon_juice 1114 25-aug-2018 100.0