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
halochromatium_glycolicum is a bacterium 1111 06-jul-2018 100.0  
warming_map is a physical action 1111 06-jul-2018 93.8  
the_week_magazine is a newspaper 1111 06-jul-2018 100.0  
n1_1_2_inch_squares is a geometric shape 1111 06-jul-2018 97.5  
dunns_mountain is a mountain 1111 06-jul-2018 99.9  
home is found in observatory 1116 12-sep-2018 95.9  
london_heathrow_airport is an airport in the city central_london 1116 12-sep-2018 100.0  
first_adam and garden_of_eden are family members 1113 15-aug-2018 93.8  
kplz_fm is headquartered in the city seattle 1116 12-sep-2018 100.0  
kentucky is a company in the economic sector of insurance 1113 15-aug-2018 100.0