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
upper_back_muscles is a muscle 1111 06-jul-2018 99.8  
zoo_de_beauval is a zoo 1111 06-jul-2018 99.9  
small_desk is a kind of furniture 1111 06-jul-2018 99.8  
stomach_flu_viruses is a virus 1111 06-jul-2018 98.8  
home_booklet is a location 1111 06-jul-2018 97.8  
ark and king_david are siblings 1113 15-aug-2018 93.8  
lehman_brothers is a bank that has dick_fuld as its CEO 1116 12-sep-2018 98.4  
countrylink is a transportation system located in the city sydney 1116 12-sep-2018 99.2  
prince_edward_island is a sate or province located in the country canada 1116 12-sep-2018 100.0  
nairobi is a city located in the geopolitical location kenya 1114 25-aug-2018 100.0