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
cave_lake is a trail 1111 06-jul-2018 100.0  
william_howell is an architect 1111 06-jul-2018 100.0  
callaway_road is a highway 1111 06-jul-2018 96.1  
zoo_parc_d_amiens is a zoo 1111 06-jul-2018 99.8  
the_sufaries is a musical artist 1111 06-jul-2018 96.3  
nashville_predators is headquartered in the state or province new_york 1116 12-sep-2018 93.8  
n6152 is the number of people injured in the event n2011_t_hoku_earthquake_and_tsunami 1116 12-sep-2018 100.0  
sciences_director is an academic program at the university college 1113 15-aug-2018 96.9  
equipment is a kind of equipment for the sport team 1115 03-sep-2018 100.0  
hayden was born in new_york 1116 12-sep-2018 100.0