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
daily_express is a blog 1111 06-jul-2018 100.0  
taxing_magazines is a kind of media 1111 06-jul-2018 99.0  
teen_titans_magazine is a magazine 1111 06-jul-2018 99.8  
hustle_award is a film festival 1111 06-jul-2018 100.0  
small_credit_card is an office supply 1112 24-jul-2018 98.1  
tea is an agricultural product produced in india 1115 03-sep-2018 100.0  
santa_fe is the capital city of the state or province new_mexico 1116 12-sep-2018 100.0  
wahu_ca is a TV affiliate of the network fox 1116 12-sep-2018 100.0  
stephen_green is a person who belongs to the organization hsbc 1111 06-jul-2018 100.0  
salmon is a fish that can be served with the food top in a meal (or dish) 1116 12-sep-2018 100.0