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
legged_dog is a vertebrate 1112 24-jul-2018 91.8  
prince_abdul_aziz_bin_musa_ed_stadium is a stadium or event venue 1111 06-jul-2018 100.0  
listing_paper is an office supply 1114 25-aug-2018 94.3  
more_conference_information is a scientific term 1111 06-jul-2018 100.0  
florists is a profession 1111 06-jul-2018 97.1  
west_broadway is a street in the city vancouver 1116 12-sep-2018 100.0  
national is a company that has an office in the country chile 1114 25-aug-2018 100.0  
randy_moss coaches the team new_england_patriots 1116 12-sep-2018 96.9  
richard_j__daley is the leader of the city chicago_south 1116 12-sep-2018 100.0  
dc is a city also known as nyc 1113 15-aug-2018 93.8