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
national_geographic_magazine is an organization 1114 25-aug-2018 100.0  
margarita_bean is a legume 1111 06-jul-2018 98.0  
odontodactylidae is a mollusk 1111 06-jul-2018 100.0  
deputy_national_security_adviser is a kind of office held by a politician 1111 06-jul-2018 100.0  
european_requirements is a political issue 1111 06-jul-2018 100.0  
hillary has husband president_bill_clinton001 1116 12-sep-2018 96.9  
samsung is a company also known as hyundai 1114 25-aug-2018 93.8  
larger_animals is an animal that preys on cattle 1112 24-jul-2018 100.0  
anne_perry contributed to the creative work a_dangerous_mourning 1111 06-jul-2018 96.9  
president_clinton is a politician who holds the office of former_assistant_secretary 1115 03-sep-2018 93.8