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
sape is a musical instrument 1111 06-jul-2018 96.2  
green_hill_farm is a farm 1111 06-jul-2018 99.9  
books_home is a stadium or event venue 1111 06-jul-2018 100.0  
final_fight_guy_2 is software 1112 24-jul-2018 100.0  
unknown_magazines is a kind of media 1111 06-jul-2018 99.3  
tim_burton starred in the movie batman 1115 03-sep-2018 99.8  
directors is a person who has residence in the geopolitical location national 1114 25-aug-2018 99.8  
moses and paul001 are siblings 1114 25-aug-2018 93.8  
michelle_obama and vice_president_biden are family members 1111 06-jul-2018 93.8  
kxla is a company that has an office in the city los_angeles_ca 1111 06-jul-2018 100.0