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
three_farmers is a farm 1111 06-jul-2018 99.9  
quality_commercial_exercise_equipment is sports equipment 1111 06-jul-2018 97.0  
rift_valley can be a part of a landscape 1111 06-jul-2018 99.4  
fort_lauderdale_film_festival_shorts_competition is a film festival 1111 06-jul-2018 100.0  
red_earth_centipede_snake is a reptile 1111 06-jul-2018 100.0  
hanoi is the capital city of the country vietnam 1116 12-sep-2018 100.0  
marco_polo_airport is an airport in the city venice 1116 12-sep-2018 100.0  
matthew_stafford and knowshon_moreno are teammates 1111 06-jul-2018 93.8  
family_counseling is an academic program at the university college 1112 24-jul-2018 93.8  
amer_intl_group is a company also known as aig 1114 25-aug-2018 100.0