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
edward_bartlett is a politician 1111 06-jul-2018 100.0  
center_endeavors is a sports team position 1111 06-jul-2018 98.8  
aaa_magazine is a magazine 1111 06-jul-2018 99.8  
shothole_borers is an arthropod 1111 06-jul-2018 92.6  
lord_fairfax_community_college_fauquier_campus is a train station 1111 06-jul-2018 99.5  
president_bill_clinton is a U.S. politician who holds the office of president 1116 12-sep-2018 99.2  
guo is a person who belongs to the organization china 1111 06-jul-2018 100.0  
lewis is a person who has attended the school law_school 1114 25-aug-2018 96.9  
santa_cruz is a city also known as columbia 1112 24-jul-2018 93.8  
the_bellagio is a tourist attraction in the city las_vegas 1116 12-sep-2018 99.6