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
chateau_divine_wines is a winery 1111 06-jul-2018 100.0  
eastern_red_bat is an animal 1111 06-jul-2018 97.1  
movie_crash_landing is a movie 1111 06-jul-2018 100.0  
technical_coordinator is a kind of office held by a politician 1111 06-jul-2018 100.0  
n20_41 is a dataset used within the scientific field of machine learning 1111 06-jul-2018 100.0  
aly_khan and rita_hayworth are family members 1113 15-aug-2018 93.8  
football is a sport with fans in the country russia 1113 15-aug-2018 97.5  
shirt is a clothing item to go with cloak 1111 06-jul-2018 93.8  
contact_the_u_s__department is a synonym for administration 1111 06-jul-2018 98.4  
president_reagan is a U.S. politician who holds the office of assistant_secretary 1112 24-jul-2018 99.2