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
uncut_magazine is a company 1111 06-jul-2018 100.0  
marine_park is an aquarium 1111 06-jul-2018 100.0  
cuff_software is a tool 1111 06-jul-2018 99.5  
pakistani_group_lashkar_e_taiba is a terrorist organization 1111 06-jul-2018 99.6  
diyingehu is a musical instrument 1111 06-jul-2018 93.8  
peppers is an agricultural product that is usually cooked with lemon 1113 15-aug-2018 96.9  
woody_guthrie is a musician in the genre folk 1113 15-aug-2018 99.9  
associates has spouse morris 1116 12-sep-2018 93.8  
greg_norman_and_ted_robinson is an athlete who wins australian_open 1114 25-aug-2018 100.0  
bryan is a person who belongs to the organization state_university 1111 06-jul-2018 99.6