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
chateau_divine_wines is a winery 1111 06-jul-2018 100.0  
rufescent_imperial_pigeon is a vertebrate 1112 24-jul-2018 100.0  
cooking_books is a kind of media 1111 06-jul-2018 99.6  
viking_death_metal is a genre of music 1111 06-jul-2018 99.2  
azure_lake is a lake 1111 06-jul-2018 100.0  
black_pepper is an agricultural product that is usually cooked with lime 1114 25-aug-2018 98.4  
bjorn_borg is an athlete who beat john_mcenroe 1115 03-sep-2018 100.0  
zeffirino is a restaurant in the city las_vegas 1116 12-sep-2018 100.0  
midnight_oil is a musician in the genre rock 1113 15-aug-2018 98.4  
national is a bank in kenya 1114 25-aug-2018 100.0