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
solid_american is an ethnic group 1111 06-jul-2018 95.9  
ground_cocoa_beans is an agricultural product 1111 06-jul-2018 98.8  
advice_page is an office supply 1113 15-aug-2018 95.7  
variation_data is a scientific term 1111 06-jul-2018 99.9  
place_this_fall is a location 1113 15-aug-2018 96.0  
national is a bank that bought uco_bank 1114 25-aug-2018 100.0  
drew_barrymore was born in the city los_angeles_ca 1116 12-sep-2018 100.0  
tyrone_power has spouse williams 1116 12-sep-2018 93.8  
blackstone_group is a bank that has stephen_a__schwarzman as its CEO 1116 12-sep-2018 100.0  
move is a role for players of hockey 1114 25-aug-2018 100.0