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
poker_website_findability is a cardgame 1111 06-jul-2018 91.9  
bill_l__norton is an African person 1111 06-jul-2018 99.9  
living_room_setting is a kind of room 1111 06-jul-2018 99.4  
representative_mike_pence is a politician 1111 06-jul-2018 100.0  
southwest_oklahoma is a state or a province 1111 06-jul-2018 97.5  
district is a city located in the geopolitical location national 1114 25-aug-2018 100.0  
assiniboine_park_zoo is an aquarium in the city winnipeg 1116 12-sep-2018 100.0  
kansas_city_international is an attraction that will be fall in city kansas_city 1116 12-sep-2018 99.6  
dodge is a specific automobile maker dealer in new_york 1115 03-sep-2018 100.0  
virginia_tech is a sports team that plays against usc 1111 06-jul-2018 98.4