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
denver_nissan is an automobile manufacturer 1111 06-jul-2018 95.7  
leafies is a food 1111 06-jul-2018 97.5  
less_corn is a grain 1111 06-jul-2018 94.0  
far_left_photo is form of visual art 1111 06-jul-2018 97.6  
lieutenant_governor_the_lieutenant_governor is a kind of office held by a politician 1111 06-jul-2018 100.0  
emirates_stadium is related to emirates 1114 25-aug-2018 100.0  
nolan is a person who belongs to the organization san_francisco 1112 24-jul-2018 93.8  
john_bonham is a musician who is part of led_zeppelin 1115 03-sep-2018 100.0  
ed_norton starred in the movie hulk 1113 15-aug-2018 93.8  
kia is a specific automobile maker dealer in south_korea 1116 12-sep-2018 100.0