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
chris_nahon is american 1111 06-jul-2018 100.0  
fairbanks_valley_farms is a farm 1111 06-jul-2018 99.8  
bootleg__ladybird_enterprises_records is a record label 1111 06-jul-2018 98.4  
mg_bgt is a kind of vehicle 1111 06-jul-2018 100.0  
kessler_s_thrush is a vertebrate 1112 24-jul-2018 92.5  
kkbt is headquartered in the city los_angeles_ca 1116 12-sep-2018 100.0  
cloak is a clothing item to go with pants 1111 06-jul-2018 93.8  
states is a state or province located in the geopolitical location european_governments 1113 15-aug-2018 100.0  
large_herds refers to more than one sheep 1111 06-jul-2018 99.6  
columbus is the home city of the sports team osu 1116 12-sep-2018 97.7