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
n5_0_magazine is a magazine 1111 06-jul-2018 99.9  
concentrated_water is a beverage 1111 06-jul-2018 92.4  
san_pedro_del_ycuamandiyu is a South American person 1111 06-jul-2018 91.7  
n2006_chevrolet_hhr is a model of automobile 1111 06-jul-2018 93.1  
metal_fabrication_tools is a tool 1111 06-jul-2018 98.9  
bexley is a park in the city central_london 1116 12-sep-2018 100.0  
medical is headquartered in the city new_york 1116 12-sep-2018 93.4  
willie_brown is the leader of the city san_francisco 1116 12-sep-2018 99.8  
carroll plays the athletic team position right_center 1113 15-aug-2018 93.8  
museum_of_jewish_heritage is a museum in the city new_york 1116 12-sep-2018 100.0