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
contents_background is a musical instrument 1111 06-jul-2018 99.9  
beautiful_sierra_foothills is a mountain range 1111 06-jul-2018 99.8  
ferrari_750 is a kind of vehicle 1111 06-jul-2018 99.8  
all_day_conference is a conference 1111 06-jul-2018 99.5  
lotte_hotel is a tourist attraction 1111 06-jul-2018 94.5  
mary and holy_trinity are family members 1111 06-jul-2018 93.8  
california is a state that is bordered by the state virginia 1114 25-aug-2018 93.8  
metro has acquired commerce 1114 25-aug-2018 98.4  
pam_iorio is the leader of the city tampa 1116 12-sep-2018 93.8  
missile is a type of weapon produced in central001 1113 15-aug-2018 99.2