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
n12127 is a ZIP code 1111 06-jul-2018 99.8  
in_the_year_2525 is a musical album 1111 06-jul-2018 100.0  
western_the_cromwell is a tourist attraction 1111 06-jul-2018 94.4  
n180_tastefully_appointed_guestrooms is an office building room 1112 24-jul-2018 96.9  
trofeo_ciudad_de_valladolid_internacional is a sports race 1111 06-jul-2018 100.0  
n1212 is a room in the building doherty_hall 1116 12-sep-2018 100.0  
the sports team eventual_super_bowl_champion_new_york_giants was the winner of n1954_world_series 1116 12-sep-2018 100.0  
football is a sport with fans in the country russia 1113 15-aug-2018 97.5  
henry001 has citizenship in the country ireland 1111 06-jul-2018 100.0  
chevrolet is a specific automobile maker dealer in philadelphia 1114 25-aug-2018 100.0