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_substitutes is a visualizable attribute 1111 06-jul-2018 90.6  
georgina_bean is a legume 1111 06-jul-2018 98.0  
bagpipe_tune_highland_cathedral is a place of worship 1111 06-jul-2018 99.9  
fire_ants is an invertebrate 1111 06-jul-2018 98.1  
landing_parkway is a highway 1111 06-jul-2018 93.7  
hagel is a politician who holds the office of senator 1114 25-aug-2018 100.0  
santa_cruz is a city also known as nogales 1112 24-jul-2018 93.8  
belle_haven is a city located in the state or province virginia 1116 12-sep-2018 93.8  
brown_recluse is an arthropod as well as spiders also is 1111 06-jul-2018 100.0  
john_e__sununu represents the region new_hampshire 1115 03-sep-2018 100.0