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
antique_american is an ethnic group 1111 06-jul-2018 96.2  
_999 is a visualizable attribute 1111 06-jul-2018 93.6  
david_cay_johnston is a journalist 1111 06-jul-2018 100.0  
glass_molders_plastics_afl_cio is a trade union 1111 06-jul-2018 92.5  
n2002_merlot is a beverage 1111 06-jul-2018 93.2  
kalamazoo_river is a lake in the state or province michigan 1116 12-sep-2018 100.0  
states is a state or province located in the geopolitical location nine_countries 1111 06-jul-2018 93.8  
appetite is a subpart of the body within system 1111 06-jul-2018 100.0  
dc is a city also known as boston 1113 15-aug-2018 93.8  
lexus is a specific automobile maker dealer in texas 1114 25-aug-2018 100.0