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
n3_059 is a programming language 1111 06-jul-2018 97.4  
colli_di_scandiano is a wine 1111 06-jul-2018 99.3  
nsw_industrial_commission is a part of the government 1111 06-jul-2018 93.6  
spangler_hills is a mountain range 1111 06-jul-2018 99.8  
n33_32 is a performance metric used by machine-learning scientists 1111 06-jul-2018 100.0  
nation001 is headquartered in the city new_york 1116 12-sep-2018 100.0  
john_adams is a U.S. politician who holds the office of secretary 1116 12-sep-2018 100.0  
maritime_aquarium is an aquarium in the city norwalk 1116 12-sep-2018 100.0  
crickets is an arthropod as well as bugs also is 1114 25-aug-2018 96.9  
ravens is a sports team that played in playoffs 1113 15-aug-2018 99.7