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
cit_group_inc is a company 1111 06-jul-2018 100.0  
day_08 is a date 1111 06-jul-2018 93.3  
n100_000_years is a non-disease physiological condition 1111 06-jul-2018 95.0  
tull_arkansas is a beach 1111 06-jul-2018 92.1  
winter_lettuce is a grain 1111 06-jul-2018 90.1  
fosphenytoin is a drug worked on by pfizer 1114 25-aug-2018 100.0  
the_believer is headquartered in the city new_york 1116 12-sep-2018 93.8  
the sport baseball was played at n1952_world_series 1116 12-sep-2018 100.0  
narita_express is a transportation system located in the city tokyo 1116 12-sep-2018 99.6  
early_education is an academic program at the university college 1113 15-aug-2018 96.9