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
red_banded_leafroller is an arthropod 1111 06-jul-2018 100.0  
r_ppell_s_broad_nosed_bat is a mammal 1111 06-jul-2018 100.0  
larry_mandell coaches a sports team 1111 06-jul-2018 91.2  
declarative_programming_language is a programming language 1112 24-jul-2018 97.9  
gall_wasps is an insect 1111 06-jul-2018 100.0  
biden is a U.S. politician endorsed by the U.S. politician barack 1112 24-jul-2018 100.0  
outer_airports is a generalization of london_city 1115 03-sep-2018 100.0  
hollywood is a tourist attraction in the city las_vegas 1116 12-sep-2018 93.8  
national is a bank that bought allahabad_bank 1114 25-aug-2018 100.0  
oakland_international is an attraction that will be fall in city san_francisco 1116 12-sep-2018 93.8