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
building_owners_management_association is a non-profit organization 1111 06-jul-2018 92.0  
cedar_park_area is a monument 1111 06-jul-2018 99.9  
stonecoal_lake is a lake 1111 06-jul-2018 100.0  
_13_50 is an award, championship, or tournament trophy 1111 06-jul-2018 100.0  
zoocobia_children_s_fun_zoo is an aquarium 1111 06-jul-2018 100.0  
postal_service is an organization known by the acronym federal_express 1116 12-sep-2018 96.9  
manchester_airports is a generalization of temple_of_the_reclining_buddha 1114 25-aug-2018 100.0  
yanks is a sports team that won the world_series 1115 03-sep-2018 100.0  
place is a building located in the city las_vegas 1116 12-sep-2018 100.0  
steven_spielberg directed the movie hook 1115 03-sep-2018 100.0