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
hivaoa is a geopolitical entity that is a location 1111 06-jul-2018 91.9  
luk_kwok_hotel_hong_kong is a hotel 1111 06-jul-2018 97.4  
gum_tissues is a part of the body 1111 06-jul-2018 96.7  
quick_peanut_sauce is a condiment 1111 06-jul-2018 99.8  
mirror_top is a household item 1111 06-jul-2018 95.8  
stuttgart is the capital city of the state or province baden_w_rttemberg 1116 12-sep-2018 96.9  
fiat is a specific automobile maker dealer in canada 1116 12-sep-2018 100.0  
whdh is headquartered in the city boston 1116 12-sep-2018 99.2  
deer is a type of mammals 1114 25-aug-2018 100.0  
virgin is the mother of lord_jesus 1116 12-sep-2018 100.0