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
yankee_candle is a personal care product 1111 06-jul-2018 99.4  
massachusetts_budget_and_policy_center is a political organization that is not part of the government 1111 06-jul-2018 92.3  
propiedades_inmobiliarias is a currency 1111 06-jul-2018 99.8  
pasco_county is an airport 1112 24-jul-2018 100.0  
grain_hot_cereals is a grain 1111 06-jul-2018 96.2  
microsoft is related to xbos360 1115 03-sep-2018 100.0  
chastain_park is a stadium or event venue located in the city atlanta 1116 12-sep-2018 93.8  
roissy_charles_de_gaulle is a building located in the city paris 1116 12-sep-2018 100.0  
dickinson was born in the city chicago_south 1116 12-sep-2018 100.0  
deutsche_bank terminated the employment of josef_ackermann 1114 25-aug-2018 100.0