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
ladispoli is a geopolitical entity that is a location 1111 06-jul-2018 96.3  
lumber_workers is a trade union 1112 24-jul-2018 97.0  
john_scott is an Australian person 1111 06-jul-2018 100.0  
big_yellow_mountain is a mountain 1111 06-jul-2018 100.0  
n12_04_08 is a dataset used within the scientific field of machine learning 1112 24-jul-2018 100.0  
national is a bank in jordan 1114 25-aug-2018 100.0  
rio is the capital city of the country the_united_kingdom 1116 12-sep-2018 93.8  
china is a country located in the geopolitical location consuming_countries 1111 06-jul-2018 96.9  
companies is a subpart of water_supply 1111 06-jul-2018 96.9  
yeager_airport is an airport in the city charleston 1116 12-sep-2018 100.0