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_lined_salamander is a reptile 1111 06-jul-2018 100.0  
bath_gift_set is an item found in the kitchen 1111 06-jul-2018 99.4  
health_needs_assessment is a political issue 1111 06-jul-2018 99.9  
n20_01_2012 is a dataset used within the scientific field of machine learning 1112 24-jul-2018 100.0  
battle_of_langensalza is a military conflict 1111 06-jul-2018 100.0  
burien is a city located in the geopolitical location washington 1113 15-aug-2018 100.0  
hillingdon is a tourist attraction in the city central_london 1116 12-sep-2018 96.9  
national is a bank that bought uco_bank 1114 25-aug-2018 100.0  
n21 is the number of people injured in the event n1995_fox_river_grove_bus_train_collision 1116 12-sep-2018 100.0  
huggins is a person who belongs to the organization west_virginia 1111 06-jul-2018 93.8