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
three_barbeled_catfish is a fish 1111 06-jul-2018 100.0  
system____10 is a video game system 1111 06-jul-2018 97.1  
wmur is a TV station 1111 06-jul-2018 99.6  
bbw_magazine is a magazine 1111 06-jul-2018 99.9  
big_piano is a musical instrument 1111 06-jul-2018 94.3  
cultural_icons is a generalization of oprah 1116 12-sep-2018 100.0  
venus_williams is an athlete who wins wimbledon 1114 25-aug-2018 100.0  
astrakhan is a city located in the geopolitical location russia 1113 15-aug-2018 99.8  
the coach jason_campbell won the trophy or tournament super_bowl 1115 03-sep-2018 100.0  
the final score of the sports game championship was gamescore:n8_6 1116 12-sep-2018 100.0