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
south_america is a geopolitical entity that is a location 1111 06-jul-2018 100.0  
horseradish_mustard_vinaigrette is a condiment 1111 06-jul-2018 99.9  
kiplinger_s_personal_finance_magazine is a website 1111 06-jul-2018 100.0  
lake_doster is a lake 1111 06-jul-2018 100.0  
saint_john_harbour_bridge is a bridge 1111 06-jul-2018 96.9  
carnegie was born in nueva_york 1116 12-sep-2018 100.0  
the companies united_states_postal_service and media compete with eachother 1111 06-jul-2018 93.8  
the sports leage nfl uses the venue edward_jones_dome 1114 25-aug-2018 100.0  
bridget has spouse brian 1116 12-sep-2018 93.8  
eugenio_velez plays for the team eventual_super_bowl_champion_new_york_giants 1116 12-sep-2018 96.9