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
arpaneta is a musical instrument 1111 06-jul-2018 93.8  
deep_sea_green is a visualizable attribute 1111 06-jul-2018 100.0  
jun_1998 is a date 1111 06-jul-2018 100.0  
membrane_cells is a type of biological cell 1111 06-jul-2018 94.1  
julian_smith is a musical artist 1111 06-jul-2018 98.5  
cleveland_hopkins is an airport in the city cleveland 1116 12-sep-2018 100.0  
cleveland_browns_stadium is a stadium or event venue located in the city cleveland 1116 12-sep-2018 95.3  
kbia is headquartered in the city columbia 1116 12-sep-2018 100.0  
ask_jeeves has acquired bloglines 1114 25-aug-2018 98.4  
kotv is a TV station in the city tulsa 1116 12-sep-2018 99.2