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
gary_locke is an Australian person 1111 06-jul-2018 99.8  
erpobdellidae is a mollusk 1111 06-jul-2018 100.0  
audio_comments is software used by machine-learning scientists 1112 24-jul-2018 100.0  
moravskoslezsk__kraj is a state or a province 1111 06-jul-2018 98.4  
wuhan_yangtze_river_bridge is a bridge 1111 06-jul-2018 97.6  
annise_parker is the leader of the city houston 1116 12-sep-2018 98.4  
ryan and ben_roethlisberger are teammates 1111 06-jul-2018 93.8  
los_angeles_ca is the home city of the sports team los_angeles_lakers 1116 12-sep-2018 100.0  
lotus is a specific automobile maker dealer in usa 1114 25-aug-2018 100.0  
holly_madison is a person who has residence in the city st_helens 1116 12-sep-2018 100.0