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
the_detroit_zoo is an aquarium 1111 06-jul-2018 100.0  
southern_barbecue_sauce is a condiment 1111 06-jul-2018 99.8  
gasoline_programs is a refinery product 1111 06-jul-2018 93.5  
kiln_shelves is a household item 1111 06-jul-2018 99.1  
los_angeles_ca is a county 1111 06-jul-2018 100.0  
david_selden got married in n1956 1116 12-sep-2018 100.0  
iconic_characters is a generalization of james_dean 1115 03-sep-2018 100.0  
georgetown is a city also known as washington_d_c_ 1113 15-aug-2018 100.0  
thomas is a politician who holds the office of president 1116 12-sep-2018 100.0  
texas_instruments_incorporated is a company also known as ti 1113 15-aug-2018 93.8