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
vermilion_bmw is an automobile manufacturer 1111 06-jul-2018 94.9  
cheap_fuel is a refinery product 1113 15-aug-2018 99.3  
mount_saint_mary_s_college is a sports team 1111 06-jul-2018 100.0  
hood_rating is a physical action 1111 06-jul-2018 95.8  
interface_attributeset_parameters is a machine-learning conference 1112 24-jul-2018 97.9  
temodar is a drug worked on by merck 1114 25-aug-2018 96.9  
dodge is a specific automobile maker dealer in california 1115 03-sep-2018 96.9  
seals is a type of mammals 1114 25-aug-2018 100.0  
european_states is a generalization of netherlands 1116 12-sep-2018 100.0  
colum_lynch is a journalist that writes for the publication post 1113 15-aug-2018 93.8