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
white_river_amphitheatre is a stadium or event venue 1111 06-jul-2018 99.9  
mexican_resort is a geopolitical entity that is an organization 1111 06-jul-2018 94.4  
cloquallum_creek is a river 1111 06-jul-2018 100.0  
reflejo_de_valdedios_a_la_sidra_cheese is a cheese 1111 06-jul-2018 94.7  
wchv is a TV station 1111 06-jul-2018 98.9  
the sport baseball was played at first_world_series 1116 12-sep-2018 100.0  
l_aquarium_de_barcelona is an aquarium in the city barcelona 1116 12-sep-2018 100.0  
the sports leage nfl uses the venue pro_player_stadium 1114 25-aug-2018 100.0  
article has citizenship in the country abm_treaty 1114 25-aug-2018 100.0  
theodor_kolek is a person who has residence in the country israel 1114 25-aug-2018 100.0