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
custom_graphite is a refinery product 1111 06-jul-2018 90.4  
esophageal_cancer_lymph_node is a part of the body 1111 06-jul-2018 98.8  
rentalhomesplus is a website 1111 06-jul-2018 92.5  
kenyan_tea is a beverage 1111 06-jul-2018 95.9  
shannon_nixon is american 1111 06-jul-2018 91.3  
humane_letters_degree is an academic program at the university college 1113 15-aug-2018 98.4  
tampa_bay_devil_rays is a sports team that plays against texas_rangers 1111 06-jul-2018 98.4  
joe_s_shanghai_restaurant is a restaurant in the city los_angeles_ca 1116 12-sep-2018 100.0  
adventures is a generalization of scuba_diving 1111 06-jul-2018 98.4  
hyundai is a company also known as samsung 1114 25-aug-2018 93.8