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
premium_diesel is a refinery product 1115 03-sep-2018 90.8  
kennard_road is a highway 1111 06-jul-2018 93.6  
salisbury_hotels is a park 1111 06-jul-2018 93.2  
ciena is an organization 1114 25-aug-2018 96.0  
j__b__bryant_s_memphis_bbq_sauce is a condiment 1111 06-jul-2018 99.9  
triangle has shape two_sides 1112 24-jul-2018 100.0  
end is an event at the location central_london 1112 24-jul-2018 93.8  
emperor_meiji is a person who died on the date n1912 1116 12-sep-2018 100.0  
andrews is a person who moved to the state dc 1113 15-aug-2018 96.9  
ukraine is a country also known as china 1111 06-jul-2018 93.8