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
polar_effect is an event outcome 1111 06-jul-2018 91.9  
ostrava_airport is a transportation port 1112 24-jul-2018 100.0  
american_lake_credit_union is a bank 1111 06-jul-2018 100.0  
yahoo is an agent 1116 12-sep-2018 100.0  
american_urological_association_annual_meeting is a music festival 1111 06-jul-2018 100.0  
ralph_ellison was born in oklahoma_city 1116 12-sep-2018 100.0  
trees is a plant that is a kind of longleaf_pines 1111 06-jul-2018 100.0  
lucca_restaurant is a restaurant in the city los_angeles_ca 1116 12-sep-2018 100.0  
belfastzoo is a zoo in the city belfast 1116 12-sep-2018 100.0  
vancouver_aquarium is an aquarium in the city vancouver 1116 12-sep-2018 100.0