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
ugg is a kind of clothing 1111 06-jul-2018 90.1  
greater_first_church_of_god is a religion 1111 06-jul-2018 100.0  
private_office_area is a kind of room 1111 06-jul-2018 99.3  
battle_of_johnstown is a military conflict 1111 06-jul-2018 100.0  
heavyweight_paper is an office supply 1112 24-jul-2018 95.3  
tim_lincecum is an athlete who led eventual_super_bowl_champion_new_york_giants 1116 12-sep-2018 96.9  
wusa is a TV station in the city washington_d_c_ 1116 12-sep-2018 93.8  
oregon_state is a sports team that plays the sport golf 1116 12-sep-2018 100.0  
jelena_jankovic is an athlete who beat kuznetsova 1115 03-sep-2018 100.0  
news is headquartered in the city new_york 1116 12-sep-2018 100.0