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
shower_sauna is an item often found in a bathroom 1111 06-jul-2018 99.9  
product_awards is an award, championship, or tournament trophy 1111 06-jul-2018 100.0  
braxton_hotel is a tourist attraction 1111 06-jul-2018 94.5  
youtube is an organization 1111 06-jul-2018 100.0  
www_omgcon is a convention 1111 06-jul-2018 99.9  
celebrex is a drug worked on by pfizer 1114 25-aug-2018 98.4  
nissan is a specific automobile maker dealer in arlington 1114 25-aug-2018 100.0  
u_s is a bank that has richard_davis as its CEO 1116 12-sep-2018 100.0  
incheon_international_airport is a generalization of temple_of_the_reclining_buddha 1114 25-aug-2018 100.0  
samuel_j__palmisano is the CEO of ibm 1116 12-sep-2018 100.0