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
turtles_cave is a cave 1111 06-jul-2018 100.0  
dharampur is a geopolitical entity that is an organization 1111 06-jul-2018 94.5  
keller_lake is a trail 1111 06-jul-2018 100.0  
poker_bankroll is a sports game 1111 06-jul-2018 99.8  
princeton_speedway is a stadium or event venue 1111 06-jul-2018 100.0  
football_players is a generalization of brett_favre 1116 12-sep-2018 100.0  
state_university is a synonym for doctor 1111 06-jul-2018 99.6  
mauna_kea is a mountain in the state or province hawaii 1116 12-sep-2018 96.9  
the sports leage mlb uses the venue miller_park 1112 24-jul-2018 100.0  
abraham_lincoln represents the region us 1115 03-sep-2018 98.4