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
plate_iron is a building material 1111 06-jul-2018 97.8  
crystal_hill_church is a religion 1111 06-jul-2018 100.0  
manuel_catalina is a South American person 1111 06-jul-2018 98.0  
normal_pathways is a part of the body 1111 06-jul-2018 95.5  
comment_name_mail_website_my_tweets is software used by machine-learning scientists 1112 24-jul-2018 99.5  
ford is a company that produces toyota_camry 1114 25-aug-2018 93.8  
costa_del_sol is a city located in the country spain 1116 12-sep-2018 93.8  
columbia is a mountain in the state or province british_columbia 1116 12-sep-2018 100.0  
sony is a company in the economic sector of consumer_electronics 1111 06-jul-2018 100.0  
black_pepper is an agricultural product that is usually cooked with spinach 1114 25-aug-2018 96.9