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
midodrine_hcl is a drug 1111 06-jul-2018 100.0  
lexington_city is a county 1111 06-jul-2018 100.0  
standard_life_investments is an agent 1114 25-aug-2018 100.0  
michael_smith is a chef 1111 06-jul-2018 100.0  
metallic_mould is a fungus 1111 06-jul-2018 93.3  
calcutta is the capital city of the state or province west_bengal 1116 12-sep-2018 98.9  
abreu is a person who has age nonneginteger:n35 1116 12-sep-2018 100.0  
manhattan_mall___shopping_center is a shopping mall in the city nueva_york 1116 12-sep-2018 100.0  
chevrolet is a specific automobile maker dealer in denver 1114 25-aug-2018 100.0  
football_players is a generalization of alex_smith 1116 12-sep-2018 100.0