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
mayor_james_hahn is a politician 1111 06-jul-2018 100.0  
bolognese_sauce_meat_sauce is a condiment 1111 06-jul-2018 99.9  
legislative_study is a research project 1111 06-jul-2018 98.1  
t_young is a CEO 1111 06-jul-2018 94.3  
ringtone_mouse is an item found on a table 1111 06-jul-2018 99.7  
carolinas_medical_center is a hospital in the city charlotte 1116 12-sep-2018 96.9  
seattle_seahawks_21_10 is a sports team that won the super_bowl_xlii 1113 15-aug-2018 100.0  
phillips is a person who graduated from the university college 1111 06-jul-2018 98.4  
metropolitan_museum_of_art is a tourist attraction in the city new_york 1116 12-sep-2018 93.8  
clark_sisters is a musician in the genre gospel 1113 15-aug-2018 99.5