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
city_hall_art_gallery is a museum 1111 06-jul-2018 100.0  
n10_13 is a dataset used within the scientific field of machine learning 1112 24-jul-2018 100.0  
jaguarundi is a mammal 1111 06-jul-2018 94.0  
willy_aybar coaches a sports team 1111 06-jul-2018 95.0  
variable_stars is a geometric shape 1111 06-jul-2018 93.6  
john_g__shedd_aquarium is an aquarium in the city chicago_south 1116 12-sep-2018 100.0  
aksu is a city located in the geopolitical location china 1111 06-jul-2018 99.8  
lubbock is the capital city of the state or province texas 1116 12-sep-2018 100.0  
sutent is a drug worked on by pfizer 1114 25-aug-2018 99.9  
lt__joseph_r__hunt is an athlete who injured his/her hand 1115 03-sep-2018 100.0