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
onion___celery is a vegetable 1111 06-jul-2018 95.5  
jones_apparel is an organization 1114 25-aug-2018 99.8  
enlarged_lymph_nodes_dogs is a lymph node 1111 06-jul-2018 99.9  
auto_shopping is a hobby 1111 06-jul-2018 99.4  
soup_crock_pot_recipes is a recipe 1111 06-jul-2018 99.6  
major_international_airports is a generalization of narita_international_airport 1113 15-aug-2018 100.0  
grand_traverse_bay is a lake in the state or province michigan 1116 12-sep-2018 91.6  
michael_deaver is a person born on the date n1938 1116 12-sep-2018 100.0  
bush_sr is a politician who holds the office of secretary 1114 25-aug-2018 93.8  
n70 is the number of people injured in the event bomb_kills_20_at_pakistan_vegetable_market 1116 12-sep-2018 100.0