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
european_leafroller is an arthropod 1111 06-jul-2018 100.0  
elbow_creek is a mountain range 1111 06-jul-2018 99.9  
manchester_guardian is a newspaper 1111 06-jul-2018 91.6  
blacksticks_white_cheese is a cheese 1111 06-jul-2018 96.2  
mateo_gil is a director 1111 06-jul-2018 98.0  
waikiki_aquarium is an aquarium in the city honolulu 1116 12-sep-2018 100.0  
kob_tv is a TV affiliate of the network nbc_news 1116 12-sep-2018 98.4  
black_pepper is an agricultural product that is usually cooked with garlic 1114 25-aug-2018 99.4  
notting_hill is a tourist attraction in the city central_london 1116 12-sep-2018 100.0  
luis_castillo is an athlete who led new_york_mets 1116 12-sep-2018 98.4