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
whole_potatoes is a fruit 1111 06-jul-2018 99.9  
aigues_mortes is a geopolitical entity that is a location 1111 06-jul-2018 96.0  
hygiene_items is a personal care product 1111 06-jul-2018 99.2  
west_ham_cemetery is a place of worship 1111 06-jul-2018 99.9  
reserve_league is a sports league 1115 03-sep-2018 96.3  
felix_pie is an athlete who led chicago_cubs 1116 12-sep-2018 100.0  
toni_morrison contributed to the creative work the_bluest_eye 1112 24-jul-2018 96.9  
refridgerator is often found in kitchen 1116 12-sep-2018 96.9  
screens looks like images 1113 15-aug-2018 93.8  
e_on is a company in the economic sector of energy 1114 25-aug-2018 98.6