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
dean_deblois is a Canadian person 1111 06-jul-2018 100.0  
john_lavoie is a criminal 1111 06-jul-2018 100.0  
interest_journals is a kind of media 1111 06-jul-2018 99.3  
fish_keratocytes is a type of biological cell 1111 06-jul-2018 95.1  
counter_engineering is an area of study within the field of machine learning 1111 06-jul-2018 100.0  
beef_sirloin is a fish that can be served with the food sauce in a meal (or dish) 1115 03-sep-2018 93.8  
tom_lehman is a person who has attended the school university_of_minnesota 1113 15-aug-2018 100.0  
lebanon is a city that lies on the river hasbani 1112 24-jul-2018 93.8  
edmond is a city located in the geopolitical location central001 1113 15-aug-2018 93.8  
senses is a subpart of the body within system 1111 06-jul-2018 100.0