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
romanian_romanian is a language 1111 06-jul-2018 99.6  
immanuel_and_helen_olshan_texas_music_festival is a music festival 1111 06-jul-2018 100.0  
scion_xb_engines is a kind of automobile engine 1111 06-jul-2018 100.0  
hair_dye_allergy is a personal care product 1111 06-jul-2018 98.6  
flash_comment is software used by machine-learning scientists 1111 06-jul-2018 99.3  
females is an animal that can develop vwd 1116 12-sep-2018 96.9  
rembrandt is a person born on the date n1606 1116 12-sep-2018 100.0  
short_skirts is a clothing item to go with dresses 1111 06-jul-2018 98.4  
lot and abraham are siblings 1112 24-jul-2018 93.8  
the coach phil_kessel won the trophy or tournament division 1115 03-sep-2018 100.0