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
birch_island_maine is a beach 1111 06-jul-2018 92.7  
la_quinta_inn_hampton is a hotel 1111 06-jul-2018 97.9  
james_mcdonald is american 1111 06-jul-2018 100.0  
chess_success is an event outcome 1111 06-jul-2018 93.7  
home_automation_magazine is a magazine 1111 06-jul-2018 99.8  
conocophillips is a bank that has james_mulva as its CEO 1116 12-sep-2018 98.4  
mcghee_tyson_airport is an attraction that will be fall in city knoxville 1116 12-sep-2018 96.9  
appalachians is a mountain in the state or province tennessee 1116 12-sep-2018 98.3  
beihai is a city located in the country china 1113 15-aug-2018 96.9  
the home stadium of andrew_ladd is wrigley_field 1116 12-sep-2018 100.0