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
william_wallis is a chef 1111 06-jul-2018 99.9  
scards_pond is a lake 1111 06-jul-2018 100.0  
common_snow is software used by machine-learning scientists 1112 24-jul-2018 99.2  
global_networking is a physical action 1112 24-jul-2018 92.5  
hexyl_nitrite is a chemical 1111 06-jul-2018 100.0  
bush is a person who was written about in denver_post 1116 12-sep-2018 100.0  
n145 is the number of people killed in the event n2014_peshawar_school_massacre 1116 12-sep-2018 100.0  
florida_state_university is related to festival_of_new_music 1113 15-aug-2018 100.0  
display001 looks like n1_8_inch 1114 25-aug-2018 99.9  
air_zimbabwe is headquartered in the country zimbabwe 1116 12-sep-2018 100.0