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
appetizers_cooking_recipes is a recipe 1111 06-jul-2018 99.5  
f_s is a geopolitical entity that is a location 1111 06-jul-2018 96.3  
lemonades is a beverage 1111 06-jul-2018 91.6  
dietary_nutrients is a food 1111 06-jul-2018 98.1  
evening_prom_shoes is a kind of clothing 1111 06-jul-2018 100.0  
stephen_graham plays in the league nba 1116 12-sep-2018 100.0  
john_f__kennedy is related to harvard_university 1116 12-sep-2018 100.0  
chek_lap_kok is a building located in the city hong_kong 1116 12-sep-2018 99.9  
management_information is a type of science 1113 15-aug-2018 99.9  
carnations is an agricultural product produced in india 1115 03-sep-2018 93.8