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
minimum_capital_requirement is a political issue 1111 06-jul-2018 99.9  
varna_airport is a transportation port 1111 06-jul-2018 100.0  
yellow_spotted_newt is an amphibian 1111 06-jul-2018 100.0  
chantax_abnormal_thinking is a cognitive action 1111 06-jul-2018 99.9  
talk_atlantic_records_group is a record label 1111 06-jul-2018 97.7  
blackstone_group is a bank that has stephen_a__schwarzman as its CEO 1116 12-sep-2018 100.0  
walb is a TV affiliate of the network nbc_news 1116 12-sep-2018 100.0  
_ is a building located in the city las_vegas 1116 12-sep-2018 93.8  
bacon is related to pig 1114 25-aug-2018 100.0  
iberia_airlines is a company headquartered in the city madrid 1116 12-sep-2018 100.0