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
bellam_blvd is a highway 1111 06-jul-2018 93.2  
chandler_lake is a tourist attraction 1111 06-jul-2018 94.5  
kelsey_museum_of_archaeology is a museum 1111 06-jul-2018 95.4  
billund_airport is a transportation port 1111 06-jul-2018 100.0  
kalbacar_rayonu is a state or a province 1111 06-jul-2018 96.9  
innocent_americans participated in the event result 1111 06-jul-2018 100.0  
alex001 is a musician who plays the piano 1115 03-sep-2018 99.8  
master_bedroom looks like home 1116 12-sep-2018 93.8  
swedish_medical_center is a hospital in the city seattle 1116 12-sep-2018 100.0  
chris_osgood and legace are teammates 1111 06-jul-2018 93.8