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
copper_colored_metal is a building material 1111 06-jul-2018 98.9  
kuramathi_blue_lagoon is a hotel 1111 06-jul-2018 94.5  
class_teams is a machine-learning conference 1111 06-jul-2018 93.1  
murrieta_springs_plaza is a shopping mall 1111 06-jul-2018 100.0  
daylily_leaves is a vegetable 1111 06-jul-2018 91.8  
n31 is the number of people injured in the event n2007_zahedan_bombings 1116 12-sep-2018 100.0  
cal_ripken_jr plays the athletic team position player 1115 03-sep-2018 100.0  
marlins participated in the event series 1113 15-aug-2018 99.2  
basketball is a sport played in the venue quicken_loans_arena 1114 25-aug-2018 100.0  
hollywood_downtowner_inn is a hotel in the city los_angeles_ca 1116 12-sep-2018 93.8