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
hilton_head_tanger_outlet_mall is a shopping mall 1111 06-jul-2018 100.0  
line_chat_rooms is a visualizable attribute 1111 06-jul-2018 90.4  
class_blues is a machine-learning conference 1111 06-jul-2018 92.4  
charlotte_post is a blog 1111 06-jul-2018 100.0  
crinipellis_perniciosa is a bacterium 1111 06-jul-2018 92.6  
charlotte_douglas_international is an attraction that will be fall in city charlotte 1116 12-sep-2018 100.0  
salamanca is a city located in the country spain 1116 12-sep-2018 98.4  
port_columbus_international_airport is an airport in the city columbus 1116 12-sep-2018 100.0  
herbs is an agricultural product produced in __america 1116 12-sep-2018 100.0  
pleasant_hill_road is a street in the city duluth 1116 12-sep-2018 100.0