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
north_east_trade_winds is a weather phenomenon 1111 06-jul-2018 98.6  
battle_of_kemp_s_landing is a military conflict 1111 06-jul-2018 100.0  
yutz is a visualizable scene 1111 06-jul-2018 99.3  
round_leaves is a vegetable 1111 06-jul-2018 96.5  
cuesta_college is a university 1111 06-jul-2018 100.0  
soldier_field is a tourist attraction in the city chicago_south 1116 12-sep-2018 99.0  
wes_gullett is a person who has residence in the geopolitical location downtown_phoenix 1115 03-sep-2018 100.0  
carnegie_hall__s_zankel_hall is a stadium or event venue located in the city new_york 1116 12-sep-2018 96.9  
football is a sport taught in the country _uk 1116 12-sep-2018 100.0  
mark_zuckerberg_ is a top member of facebook 1116 12-sep-2018 100.0