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
mexican_fringe_limbed_treefrog is an amphibian 1111 06-jul-2018 100.0  
malmignatte_spider is an arachnid 1111 06-jul-2018 100.0  
cloud_recordings is a record label 1111 06-jul-2018 98.5  
bahia_principe_akumal_hotel is a hotel 1111 06-jul-2018 98.2  
newfounland is a geopolitical entity that is an organization 1111 06-jul-2018 94.6  
sam_houston represents the region republic 1113 15-aug-2018 98.4  
lines looks like cable 1111 06-jul-2018 100.0  
football_players is a generalization of eli_manning 1113 15-aug-2018 100.0  
lung is a subpart of the body within cells 1111 06-jul-2018 93.8  
iginla plays for the team calgary_flames 1116 12-sep-2018 99.6