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
summer_sausage is a type of meat 1111 06-jul-2018 100.0  
givens_pond is a lake 1111 06-jul-2018 100.0  
maryetta_bean is a legume 1111 06-jul-2018 98.2  
judge_graham_morrow_qc is a judge 1111 06-jul-2018 97.2  
two_condenses is a parlour game 1111 06-jul-2018 91.7  
slavic is a language used in the university ohio_state_university 1116 12-sep-2018 100.0  
assiniboine_park_zoo is an aquarium in the city winnipeg 1116 12-sep-2018 100.0  
fdr is a politician who holds the office of president 1113 15-aug-2018 100.0  
gillette_stadium is the home venue for the sports team new_england_revolution 1116 12-sep-2018 93.8  
the sports team yankees was the winner of championship 1116 12-sep-2018 100.0