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
canadian_cooking_recipes is a recipe 1111 06-jul-2018 99.6  
richard_hinds is an Australian person 1111 06-jul-2018 99.3  
flexor_longus_pouicis_muscle is a muscle 1111 06-jul-2018 99.4  
spotted_scorpion is an arachnid 1112 24-jul-2018 100.0  
seventh_city is a county 1111 06-jul-2018 99.9  
kpfk is a radio station in the city los_angeles_ca 1116 12-sep-2018 100.0  
larger_animals is an animal that is a kind of cattle 1112 24-jul-2018 100.0  
spurs is a sports team that played in championship 1113 15-aug-2018 98.4  
wachovia_center is the home venue for the sports team philadelphia_76ers 1116 12-sep-2018 100.0  
lima is the capital city of the country peru 1116 12-sep-2018 100.0