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
superintendence_rule is a legislative bill 1111 06-jul-2018 96.0  
minnedosa_lake is a lake 1111 06-jul-2018 100.0  
heptadecanone is a chemical 1111 06-jul-2018 100.0  
environment_practices is a political issue 1111 06-jul-2018 100.0  
air_madagascar is a company 1111 06-jul-2018 99.7  
holly_madison is a person who has residence in the city st_helens 1116 12-sep-2018 100.0  
flowers is an agricultural product produced in south_africa 1116 12-sep-2018 100.0  
kathmandu is the capital city of the country nepal 1116 12-sep-2018 100.0  
xml_feed_tweet_seattle_mariners is a sports team that played in championship 1113 15-aug-2018 96.9  
marlins is an organization also known as diamondbacks 1113 15-aug-2018 93.8