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
guelma is a geopolitical entity that is a location 1111 06-jul-2018 92.0  
claret_cells is a type of biological cell 1111 06-jul-2018 96.3  
bomb_making_material is a weapon 1111 06-jul-2018 96.1  
fluffy_cumulus_clouds is a weather phenomenon 1111 06-jul-2018 98.3  
hardyston_township is a county 1111 06-jul-2018 100.0  
uttarakhand is a state or province located in the geopolitical location india 1115 03-sep-2018 99.8  
mel_stottlemyre is the father of todd_stottlemyre 1115 03-sep-2018 100.0  
los_angeles_international is an attraction that will be fall in city los_angeles_ca 1116 12-sep-2018 99.8  
federal_national_mortgage_association is an organization known by the acronym fannie_mae 1111 06-jul-2018 98.4  
helena is the capital city of the state or province montana 1116 12-sep-2018 100.0