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
spicy_lamb_sausage is a type of meat 1111 06-jul-2018 98.7  
international_brotherhood_of_electrical_workers_local is a trade union 1111 06-jul-2018 95.4  
town_accountant is a job position 1111 06-jul-2018 95.1  
infectious_viral_disease is a virus 1111 06-jul-2018 99.9  
free_pocer_texas is a board game 1111 06-jul-2018 100.0  
graduate is headquartered in the country u_s_ 1116 12-sep-2018 98.4  
peavy plays the sport football 1116 12-sep-2018 100.0  
san_diego_chargers is a sports team that plays the sport football 1116 12-sep-2018 100.0  
father is the parent of mary 1115 03-sep-2018 96.9  
alexander is a person who graduated from the university college 1112 24-jul-2018 100.0