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
highway_diesel is a refinery product 1112 24-jul-2018 94.9  
internet_ordering is a physical action 1111 06-jul-2018 94.8  
homes_home is a stadium or event venue 1111 06-jul-2018 100.0  
u_s__district_judge_henry_h__kennedy is a part of the government 1111 06-jul-2018 100.0  
interesting_impacts is an event outcome 1111 06-jul-2018 93.5  
secondary_pests is called mites 1116 12-sep-2018 99.6  
agency_for_healthcare_research is headquartered in the country u_s_ 1116 12-sep-2018 96.9  
xml_feed_tweet_seattle_mariners is a sports team that played in series 1113 15-aug-2018 100.0  
red is related to blood 1115 03-sep-2018 93.8  
mike_porcaro is a musician who is part of toto 1113 15-aug-2018 96.9