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
nissan_motor_corp_ is an automobile manufacturer 1111 06-jul-2018 99.0  
the_city_weekly is a newspaper 1111 06-jul-2018 100.0  
linda_gyllenberg is a fashion model 1111 06-jul-2018 100.0  
marburgvirus is a virus 1111 06-jul-2018 97.5  
maple_lawn_shopping_center is a shopping mall 1111 06-jul-2018 100.0  
wcau is a TV affiliate of the network nbc_news 1116 12-sep-2018 99.2  
european_countries is a generalization of portugal 1116 12-sep-2018 96.9  
joe_s_shanghai_restaurant is a restaurant in the city los_angeles_ca 1116 12-sep-2018 100.0  
annise_parker is the leader of the city houston 1116 12-sep-2018 98.4  
larry_fitzgerald is an athlete coached by ken_whisenhunt 1116 12-sep-2018 100.0