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
canada_states is a country 1111 06-jul-2018 97.5  
arbuckle_lake is a lake 1111 06-jul-2018 100.0  
carolina_governor is a kind of office held by a politician 1111 06-jul-2018 100.0  
zeiterion_theatre is a building 1111 06-jul-2018 96.0  
campus_drive is a highway 1111 06-jul-2018 100.0  
baseball is a sport played in the venue pnc_park 1114 25-aug-2018 100.0  
salmon_steaks is a fish that can be served with the food sauce in a meal (or dish) 1115 03-sep-2018 100.0  
startins is a specific automobile maker dealer in _uk 1116 12-sep-2018 98.4  
mark is a person who moved to the state maine 1115 03-sep-2018 93.8  
oil is an agricultural product that is usually cooked with lemon 1113 15-aug-2018 100.0