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
jamaica___saint_ann is a country 1111 06-jul-2018 96.9  
haleakala_volcano is a mountain range 1111 06-jul-2018 99.9  
gauge_paper is an office supply 1111 06-jul-2018 92.9  
dining_room_with_balcony is a kind of room 1111 06-jul-2018 98.9  
n10_12 is a dataset used within the scientific field of machine learning 1112 24-jul-2018 100.0  
woman001 was injured in the event thais_defer_decision_on_emergency_after_two_hurt_in_shooting 1116 12-sep-2018 100.0  
football_players is a generalization of stephen_davis 1113 15-aug-2018 100.0  
english is a language used in the university san_francisco_state_university 1111 06-jul-2018 100.0  
nissan is a specific automobile maker dealer in antonio 1114 25-aug-2018 99.2  
jeep makes the automobile land_rover_discovery 1114 25-aug-2018 93.8