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
line_nashville is a visualizable object 1111 06-jul-2018 98.6  
newport_arkansas is a beach 1111 06-jul-2018 99.9  
high_speed_lines is a geometric shape 1111 06-jul-2018 95.8  
classic_car_show is a TV show 1111 06-jul-2018 99.9  
marseille_airport is a transportation port 1111 06-jul-2018 100.0  
andrew_jacobs is a journalist that writes for the publication times 1112 24-jul-2018 98.4  
winslow is a city that lies on the river little_colorado 1111 06-jul-2018 96.9  
kansas_state is a sports team that plays the sport football 1116 12-sep-2018 99.8  
pests is a type of snails 1114 25-aug-2018 100.0  
commonwealth_countries is a generalization of canada 1116 12-sep-2018 93.8