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
equadoran_milk_snake is a reptile 1111 06-jul-2018 100.0  
orlando_restaurant is a restaurant 1111 06-jul-2018 99.1  
oak_ridge_area is a monument 1111 06-jul-2018 99.9  
exchange_requirements is a political issue 1111 06-jul-2018 100.0  
kiev is a location 1115 03-sep-2018 100.0  
eurostar_train is a transportation system located in the city central_london 1116 12-sep-2018 99.8  
aromasin is a drug worked on by pfizer 1114 25-aug-2018 99.8  
oolong_tea is an agricultural product produced in china 1111 06-jul-2018 93.8  
english is a language used in the university san_francisco_state_university 1111 06-jul-2018 100.0  
states is a state or province located in the geopolitical location nueva_york 1114 25-aug-2018 100.0