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
us_airways_group is an organization 1114 25-aug-2018 99.3  
contents_guide is a musical instrument 1111 06-jul-2018 95.2  
fuel_diesel is a refinery product 1115 03-sep-2018 100.0  
door_posts is an item often found in a hallway 1111 06-jul-2018 99.6  
childwickbury_goats_cheese is a cheese 1111 06-jul-2018 97.0  
holy_trinity and mary are family members 1111 06-jul-2018 93.8  
karl_lueger is the leader of the city vienna 1116 12-sep-2018 96.9  
lancome is headquartered in the country france_france 1116 12-sep-2018 100.0  
los_angeles_ca is a city located in the country usa 1116 12-sep-2018 100.0  
carlos_lee is a person who was written about in sports_illustrated 1116 12-sep-2018 100.0