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
from_past_to_the_grave is a musical album 1111 06-jul-2018 99.9  
class_legal_services is a machine-learning conference 1111 06-jul-2018 98.0  
michael_moran is a journalist 1111 06-jul-2018 100.0  
jungle_mountains can be a part of a landscape 1111 06-jul-2018 98.8  
us_beginning is a geopolitical entity that is an organization 1111 06-jul-2018 94.5  
jags is a sports team also known as jacksonville_jaguars 1112 24-jul-2018 100.0  
united_states_department is an organization also known as service 1112 24-jul-2018 100.0  
giants_stadium is the home venue for the sports team eventual_super_bowl_champion_new_york_giants 1116 12-sep-2018 100.0  
the_florida_aquarium is an aquarium in the city tampa 1116 12-sep-2018 100.0  
deer is a type of various_animals 1115 03-sep-2018 93.8