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
hives_lymph_nodes is a lymph node 1111 06-jul-2018 99.0  
north_wales is a county 1111 06-jul-2018 99.9  
online_gambling_awards is an award, championship, or tournament trophy 1111 06-jul-2018 100.0  
warner_brother_s_entertainment is a record label 1111 06-jul-2018 99.4  
amerasian is an ethnic group 1111 06-jul-2018 94.0  
garden001 has wife eve 1116 12-sep-2018 100.0  
san_francisco is a company in the economic sector of insurance 1112 24-jul-2018 98.4  
china is a country also known as argentina 1111 06-jul-2018 93.8  
three is the number of people killed in the event three_killed_in_lebanese_suicide_bombing 1116 12-sep-2018 100.0  
abraham and hagar are family members 1112 24-jul-2018 93.8