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
italy___milan is a country 1111 06-jul-2018 98.4  
queen_crab is a crustacean 1111 06-jul-2018 99.9  
muscle_car_magazines is a kind of media 1111 06-jul-2018 99.0  
georg_schrimpf is a visual artist 1111 06-jul-2018 100.0  
contents_preface_1 is a musical instrument 1111 06-jul-2018 94.7  
sega is related to arcade 1114 25-aug-2018 93.8  
george_h_w_bush is a U.S. politician who holds the office of secretary 1114 25-aug-2018 93.8  
mike_vrabel is an athlete who led new_england_patriots 1116 12-sep-2018 93.8  
ed_colligan is the CEO of palm_inc 1116 12-sep-2018 99.7  
melbourne___commuter_rail is a transportation system located in the city melbourne 1116 12-sep-2018 100.0