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  
lecanidae is an invertebrate 1112 24-jul-2018 95.1  
falkirk_town_centre is a skyscraper 1111 06-jul-2018 99.9  
corner_april is a date 1111 06-jul-2018 96.9  
demuth_winery is a winery 1111 06-jul-2018 100.0  
greyhound_bus is a transportation system located in the city new_york 1116 12-sep-2018 100.0  
short_skirts is a clothing item to go with socks 1111 06-jul-2018 93.8  
tricor is a drug worked on by abbot_laboratories 1114 25-aug-2018 100.0  
bellagio_fountains is a building located in the city las_vegas 1116 12-sep-2018 93.8  
kpnx_tv is headquartered in the city downtown_phoenix 1116 12-sep-2018 100.0