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
ted_website is a website 1111 06-jul-2018 96.0  
face_shapes is a geometric shape 1111 06-jul-2018 94.5  
lake_four is a tourist attraction 1111 06-jul-2018 95.7  
all_i_want_for_christmas is a song 1111 06-jul-2018 100.0  
rights_activity is a socio-political term 1111 06-jul-2018 97.1  
grimsby is a generalization of temple_of_the_reclining_buddha 1111 06-jul-2018 100.0  
mandalay_bay_aquarium is an aquarium in the city las_vegas 1116 12-sep-2018 100.0  
guy_ritchie directed the movie sherlock_holmes 1114 25-aug-2018 99.9  
albert is a city located in the state or province kansas 1116 12-sep-2018 93.8  
ryan_fitzpatrick is an athlete who led bills 1116 12-sep-2018 93.8