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
dime_forest_treefrog is an amphibian 1111 06-jul-2018 100.0  
southern_yellowjacket is an arthropod 1111 06-jul-2018 100.0  
peppermint_shrimp is a crustacean 1111 06-jul-2018 99.9  
ethan_sandler is a fashion model 1111 06-jul-2018 91.4  
iris_bulbs is a plant 1111 06-jul-2018 91.4  
matt_moore plays in the league nfl 1116 12-sep-2018 94.7  
english is a language used in the university hull_university 1115 03-sep-2018 93.8  
anna_nicole_smith is a person who died at the age of nonneginteger:n39 1116 12-sep-2018 100.0  
top is found in volcano 1112 24-jul-2018 100.0  
craig_barrett is a top member of intel 1116 12-sep-2018 100.0