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
page_changes is a CEO 1111 06-jul-2018 91.2  
furnished_guest_rooms is an office building room 1111 06-jul-2018 99.1  
great_gospel_recordings is a record label 1111 06-jul-2018 97.9  
nicole_barber is a European person 1111 06-jul-2018 91.3  
chair_desk is a kind of furniture 1111 06-jul-2018 99.6  
moody_blues is a musician in the genre rock 1114 25-aug-2018 98.5  
heals is a clothing item to go with jeans 1111 06-jul-2018 98.4  
paul_mccartney is a musician who plays the bass 1116 12-sep-2018 100.0  
animals is an animal that preys on men 1112 24-jul-2018 100.0  
tucson_international_airport is a building located in the city tucson 1116 12-sep-2018 99.2