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
beauty_fashion___magazine is a magazine 1111 06-jul-2018 99.8  
steven_helgren is a politician 1111 06-jul-2018 100.0  
ultra_violet_recordings is a record label 1111 06-jul-2018 98.6  
n2008_audi_tt is a model of automobile 1111 06-jul-2018 98.4  
missouri_land_rover is an automobile manufacturer 1111 06-jul-2018 95.0  
karen has husband ron 1116 12-sep-2018 96.9  
bilhah is the father of dan 1116 12-sep-2018 99.7  
air_canada_center is the home venue for the sports team raptors 1116 12-sep-2018 100.0  
kalamazoo_river is a lake in the state or province michigan 1116 12-sep-2018 100.0  
t_mobile_usa is an organization known by the acronym t_l 1114 25-aug-2018 100.0