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
islamic_gama_at is a terrorist organization 1111 06-jul-2018 99.3  
development_economics is a political issue 1111 06-jul-2018 99.9  
tattinger_champagne is a wine 1111 06-jul-2018 99.9  
corvallis_youth_symphony is a musician 1111 06-jul-2018 94.0  
darien_province is a state or a province 1111 06-jul-2018 98.7  
john_marshall is a person who graduated from the university college 1113 15-aug-2018 100.0  
museum_of_jewish_heritage is a museum in the city new_york 1116 12-sep-2018 100.0  
china is a country located in the geopolitical location key_countries 1111 06-jul-2018 100.0  
large_herds refers to more than one sheep 1111 06-jul-2018 99.6  
acura is a specific automobile maker dealer in new_york 1114 25-aug-2018 100.0