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
bleakness is a physical characteristic 1111 06-jul-2018 100.0  
fat_free_pumpkin_raisin_cake is a baked good 1111 06-jul-2018 100.0  
bank_of_winona is a credit union 1111 06-jul-2018 100.0  
culpeper_gmc is an automobile manufacturer 1111 06-jul-2018 95.0  
world_cup_rugby is an award, championship, or tournament trophy 1111 06-jul-2018 100.0  
n10001 is the zipcode for nueva_york 1114 25-aug-2018 100.0  
baton_rouge is the capital city of the state or province louisiana 1116 12-sep-2018 100.0  
cows refers to more than one large_herd 1112 24-jul-2018 93.8  
hague is a city located in the country holland 1116 12-sep-2018 100.0  
dallas is a city located in the geopolitical location national 1114 25-aug-2018 98.4