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
el_pilon_restaurant is a restaurant 1111 06-jul-2018 100.0  
road_diesel is a refinery product 1111 06-jul-2018 94.8  
express_access is a building 1111 06-jul-2018 96.2  
n1_thessalonians_4_13_17 is an ethnic group 1112 24-jul-2018 94.5  
n02_27_2011 is a dataset used within the scientific field of machine learning 1111 06-jul-2018 100.0  
john_carpenter directed the movie the_thing 1115 03-sep-2018 99.2  
seattle_tacoma_international is an attraction that will be fall in city seattle 1116 12-sep-2018 98.4  
federer is a person who has age nonneginteger:n27 1116 12-sep-2018 100.0  
the_times is a newspaper in the city central_london 1116 12-sep-2018 93.8  
citroen is a specific automobile maker dealer in _uk 1116 12-sep-2018 100.0