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
thomas_scott is an architect 1111 06-jul-2018 100.0  
n05490_berlin_town is a county 1111 06-jul-2018 99.9  
cankdeska_cikana_community_college_fort_totten is a train station 1111 06-jul-2018 98.7  
denture_creams is a personal care product 1111 06-jul-2018 98.8  
landing_parkway is a highway 1111 06-jul-2018 93.7  
broad_street is a street in the city augusta 1116 12-sep-2018 100.0  
hunting refers to more than one deer_hunting 1116 12-sep-2018 93.8  
cainan is the father of mahalaleel_eight_hundred 1113 15-aug-2018 100.0  
sofia is the capital city of the country bulgaria 1116 12-sep-2018 96.9  
sbc001 has acquired ameritech 1114 25-aug-2018 96.9