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
agenda_setting_meeting is a perception action 1111 06-jul-2018 99.0  
medstar_health is a hospital 1111 06-jul-2018 94.9  
chestnut_shouldered_goshawk is a bird 1112 24-jul-2018 100.0  
cosy_light is a perception event 1111 06-jul-2018 96.5  
small_stars is a geometric shape 1111 06-jul-2018 96.3  
metrolink is a transportation system located in the city los_angeles_ca 1116 12-sep-2018 100.0  
nation001 is headquartered in the city new_york 1116 12-sep-2018 100.0  
marvell_semiconductor has acquired intel 1114 25-aug-2018 93.8  
air_canada_center is a tourist attraction in the city toronto 1116 12-sep-2018 99.0  
ralph_ellison was born in oklahoma_city 1116 12-sep-2018 100.0