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
golden_minute_salamander is an amphibian 1111 06-jul-2018 100.0  
arts_application is an academic field 1111 06-jul-2018 100.0  
rogers_volvo is an automobile manufacturer 1111 06-jul-2018 94.9  
comment_categories_wedding is software used by machine-learning scientists 1112 24-jul-2018 99.6  
crystal_blue_sky is a color 1111 06-jul-2018 100.0  
ford is a company headquartered in the city melbourne 1116 12-sep-2018 93.8  
pennsylvania is a state that is bordered by the state ny 1112 24-jul-2018 93.8  
major_league_baseball is headquartered in the state or province new_york 1116 12-sep-2018 99.6  
william_friedkin directed the movie exorcist 1112 24-jul-2018 93.8  
steelers is an organization also known as former_green_bay_packers 1113 15-aug-2018 99.6