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
kampanjebrood_op_stro_cheese is a cheese 1111 06-jul-2018 93.0  
bank_of_new_york is an organization 1114 25-aug-2018 100.0  
bcbg_max_azria_shoes is a kind of clothing 1111 06-jul-2018 100.0  
greylock_federal_credit_union is a bank 1111 06-jul-2018 100.0  
bloods_vessels is an artery 1111 06-jul-2018 99.9  
kalamazoo_river is a lake in the state or province michigan 1116 12-sep-2018 100.0  
spiders is an animal that is a kind of arthropods 1111 06-jul-2018 100.0  
business___commerce is an academic program at the university college 1113 15-aug-2018 93.8  
insects is a type of mammals 1114 25-aug-2018 100.0  
amer_intl_group is a company also known as aig 1114 25-aug-2018 100.0