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
vietnam_vietnam_vietnam is a country 1111 06-jul-2018 96.3  
sauvignon_blanc_and_semillon is a beverage 1111 06-jul-2018 99.9  
legislative_committees is a political organization that is not part of the government 1111 06-jul-2018 100.0  
helmsley_park_lane_new_york_city is a tourist attraction 1111 06-jul-2018 94.5  
narrow_footed_worm_salamander is an amphibian 1111 06-jul-2018 100.0  
giants_stadium is the home venue for the sports team new_york_jets 1116 12-sep-2018 100.0  
cialis is expected to come to market on n2002 1116 12-sep-2018 100.0  
d_day_landings happened on the date june_1944 1116 12-sep-2018 100.0  
depression is an emotion associated with substance_abuse 1113 15-aug-2018 98.4  
zucker is a top member of nbc_news 1116 12-sep-2018 100.0