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
kaz_vineyard___winery is a winery 1111 06-jul-2018 100.0  
teabag_tea is a beverage 1111 06-jul-2018 93.5  
candy_suxxx is a kind of candy 1111 06-jul-2018 99.0  
ale_yeasts is a fungus 1112 24-jul-2018 93.2  
industrialized_death_metal is a genre of music 1111 06-jul-2018 98.9  
european_nations is a generalization of poland 1115 03-sep-2018 96.9  
cows refers to more than one large_herd 1112 24-jul-2018 93.8  
newyork_presbyterian_hospital is a hospital in the city new_york 1116 12-sep-2018 100.0  
dave_mckenna died in the state or province pennsylvania 1116 12-sep-2018 100.0  
states is a state or province located in the geopolitical location tel_aviv 1113 15-aug-2018 99.8