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
n4_05 is a performance metric used by machine-learning scientists 1111 06-jul-2018 100.0  
azatrilem is a product 1111 06-jul-2018 93.1  
temple_hills_area is a monument 1111 06-jul-2018 100.0  
ivan_vandor is a person 1111 06-jul-2018 99.5  
solidarity_unionism is a trade union 1111 06-jul-2018 93.0  
cleveland_browns_stadium is a stadium or event venue located in the city cleveland 1116 12-sep-2018 95.3  
aetna is a company headquartered in the city hartford_connecticut 1116 12-sep-2018 99.4  
crustaceans is a type of shrimp 1113 15-aug-2018 97.4  
saint_louis is a city located in the geopolitical location national 1114 25-aug-2018 96.9  
tom_leppert is the leader of the city dallas 1116 12-sep-2018 97.2