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
light_gray is a color 1111 06-jul-2018 100.0  
changi_airport is a transportation system 1111 06-jul-2018 100.0  
poker_yalp is a non-sports, non-electronic game 1111 06-jul-2018 95.1  
vestibulum is a vein 1111 06-jul-2018 97.7  
n20_00_eur is a year 1111 06-jul-2018 100.0  
knpr is headquartered in the city las_vegas 1116 12-sep-2018 100.0  
emerson_electric001 is a company headquartered in the city saint_louis 1116 12-sep-2018 93.8  
buffalo_niagara_international_airport is an attraction that will be fall in city buffalo 1116 12-sep-2018 93.8  
ospel belongs to the ethnic group swiss 1116 12-sep-2018 100.0  
los_angeles_raiders is a sports team that plays the sport football 1116 12-sep-2018 97.7