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
saltines is a visualizable thing 1111 06-jul-2018 95.5  
bulgarian_dialects is a language 1111 06-jul-2018 99.2  
afghan_communist_party is a political party 1112 24-jul-2018 100.0  
powdermill_road is a street 1111 06-jul-2018 100.0  
business_weekly is a blog 1111 06-jul-2018 99.9  
iginla plays for the team calgary_flames 1116 12-sep-2018 99.6  
cattle is an animal that is a kind of larger_animals 1112 24-jul-2018 97.0  
michael_nutter is the leader of the city philadelphia 1116 12-sep-2018 100.0  
the_andy_warhol_museum is a museum in the city pittsburgh 1116 12-sep-2018 100.0  
john has brother james 1116 12-sep-2018 100.0