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
summer_in_the_city is a musical album 1111 06-jul-2018 99.9  
low_fat_cream_cheese is a condiment 1111 06-jul-2018 100.0  
n2009_portland_international_film_festival is a film festival 1111 06-jul-2018 100.0  
geremonty_drive is a highway 1111 06-jul-2018 93.0  
n12521 is a ZIP code 1112 24-jul-2018 99.8  
xml_feed_tweet_seattle_mariners is a sports team that played in games 1113 15-aug-2018 100.0  
cavaliers is a sports team that plays against raptors 1111 06-jul-2018 99.9  
cedric_simmons plays in the league nba 1116 12-sep-2018 100.0  
insects is a type of mammals 1114 25-aug-2018 99.6  
spanish_language is a language taught in language schools in the city palma_mallorca 1113 15-aug-2018 93.8