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
bienville_house_hotel is a place to ski 1111 06-jul-2018 95.3  
n11_07 is a dataset used within the scientific field of machine learning 1111 06-jul-2018 100.0  
prescription_bread is a muscle 1111 06-jul-2018 99.7  
ennis_cave is a cave 1111 06-jul-2018 100.0  
westfield_downtown_plaza_shopping_center is a shopping mall 1111 06-jul-2018 100.0  
n13 is the number of people killed in the event n12_killed_and_many_injured_in_pakistan_blast 1116 12-sep-2018 100.0  
tim_burton directed the movie batman_returns 1115 03-sep-2018 100.0  
evergreen_hospital_medical_center is a hospital in the city kirkland 1116 12-sep-2018 100.0  
karachi is the capital city of the state or province sindh 1116 12-sep-2018 99.9  
michael is a person who moved to the state virginia 1113 15-aug-2018 100.0