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
n100___pure_okinawan_coral_calcium is a product 1111 06-jul-2018 92.1  
portable_game_console is a video game system 1111 06-jul-2018 96.3  
power_magazine is a newspaper 1111 06-jul-2018 100.0  
northeast_state_technical_community_college is a sports team 1111 06-jul-2018 100.0  
cit_group_inc is a bank 1111 06-jul-2018 100.0  
charlotte_amalie is the capital city of the country u_s_ 1116 12-sep-2018 96.9  
google operates the website googlecom 1116 12-sep-2018 100.0  
future_arms is a type of weapon produced in russia 1113 15-aug-2018 96.9  
queen_victoria is a person born on the date n1819 1116 12-sep-2018 100.0  
president_jimmy_carter is a U.S. politician who holds the office of secretary 1115 03-sep-2018 99.8