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
n1966_world_series is an award, championship, or tournament trophy 1111 06-jul-2018 100.0  
system__ccs_ is a video game system 1111 06-jul-2018 96.9  
froots_magazine is a magazine 1111 06-jul-2018 99.9  
normal_pathways is a part of the body 1111 06-jul-2018 95.5  
java_code is a programming language 1111 06-jul-2018 100.0  
san_jose is the capital city of the country costa_rica 1116 12-sep-2018 100.0  
carnegie_hall__s_zankel_hall is a stadium or event venue located in the city new_york 1116 12-sep-2018 96.9  
insects is called crickets 1114 25-aug-2018 100.0  
scuba is a sport taught in the country uk_ 1116 12-sep-2018 98.4  
red_coat is a clothing item to go with hat 1111 06-jul-2018 99.9