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
poker_gamestexas is a board game 1111 06-jul-2018 100.0  
ngangela is an ethnic group 1111 06-jul-2018 95.2  
osteoblasts__cells is a type of biological cell 1111 06-jul-2018 96.0  
n01_14_2005 is a dataset used within the scientific field of machine learning 1111 06-jul-2018 100.0  
ampharetidae is a mollusk 1111 06-jul-2018 100.0  
gerald_grinstein is the CEO of delta_air_lines_inc_ 1116 12-sep-2018 99.6  
bears is an animal that is a kind of larger_animals 1112 24-jul-2018 100.0  
irs has official website irs_gov 1116 12-sep-2018 100.0  
allstate is headquartered in the state or province illinois 1116 12-sep-2018 100.0  
ar is a sate or province located in the country usa 1116 12-sep-2018 100.0