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
gary_dodd is a CEO 1111 06-jul-2018 91.1  
mahand is a geopolitical entity that is an organization 1111 06-jul-2018 94.8  
us_post_office_express_mail is a retail store 1111 06-jul-2018 99.7  
hydrological_data is a scientific term 1111 06-jul-2018 100.0  
wnnr_fm is a radio station 1111 06-jul-2018 99.9  
eu_member_states is a generalization of eastern_european_countries 1115 03-sep-2018 100.0  
peace is found in valley 1112 24-jul-2018 93.8  
salem is the capital city of the state or province oregon 1116 12-sep-2018 96.9  
sixers is a sports team that plays in the league nba 1116 12-sep-2018 100.0  
salamanca is a city located in the country spain 1116 12-sep-2018 98.4