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
ratepayers_money is a currency 1111 06-jul-2018 93.0  
seven_meetings is a TV show 1111 06-jul-2018 100.0  
investment_period is an economic sector 1112 24-jul-2018 99.9  
beautiful_shiner is a fish 1111 06-jul-2018 100.0  
health_education_students is a victim 1111 06-jul-2018 100.0  
lake_blackshear is a lake in the state or province georgia 1116 12-sep-2018 100.0  
frank_watson is a U.S. politician who is a member of the political group senate 1116 12-sep-2018 96.9  
newyork_presbyterian_hospital is a hospital in the city new_york 1116 12-sep-2018 100.0  
star is a building located in the city las_vegas 1116 12-sep-2018 99.6  
cells is a subpart of the body within bovine 1111 06-jul-2018 100.0