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
long_billed_blue_flycatcher is a bird 1111 06-jul-2018 100.0  
gardening_sites is a criminal 1111 06-jul-2018 94.4  
representative_frank_ballance is a politician 1111 06-jul-2018 100.0  
n1994_ is a year 1111 06-jul-2018 100.0  
apricot_cream_cheese is a cheese 1111 06-jul-2018 94.8  
shelley_duncan is an athlete who led yankees 1116 12-sep-2018 93.8  
english is a language used in the university northwestern 1116 12-sep-2018 96.9  
ryan_phillippe is related to ryan_phillippe 1116 12-sep-2018 100.0  
klru is headquartered in the city austin 1116 12-sep-2018 100.0  
andaman_and_nicobar is a state or province located in the geopolitical location india 1115 03-sep-2018 96.9