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
pennsylvania_state_university is a sports team 1111 06-jul-2018 100.0  
signet_cells is a type of biological cell 1111 06-jul-2018 94.0  
tuscola_illinois is a beach 1111 06-jul-2018 100.0  
frank_sinatra_with_quincy_jones_and_orchestra is a musician 1111 06-jul-2018 99.9  
neil_armstrong_airport is a transportation system 1111 06-jul-2018 100.0  
world_trade_center is a park in the city brooklyn 1116 12-sep-2018 100.0  
scorpions is an arthropod as well as arachnids also is 1111 06-jul-2018 100.0  
andres_torres is a person who belongs to the organization san_francisco 1112 24-jul-2018 93.8  
paul_mccartney is a musician who plays the vocals 1116 12-sep-2018 100.0  
national is a bank that bought reliance 1114 25-aug-2018 100.0