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
spot_bellied_salamander is an amphibian 1111 06-jul-2018 100.0  
susan_herbert is an astronaut 1111 06-jul-2018 90.6  
nigeria_premier_league is a sports league 1114 25-aug-2018 98.1  
fidelia_bean is a legume 1111 06-jul-2018 97.9  
krex is a TV station 1111 06-jul-2018 99.5  
tux is a clothing item to go with boots 1111 06-jul-2018 93.8  
national is a company that has an office in the country ghana 1114 25-aug-2018 100.0  
gerald_ford is a person who died at the age of 93 1116 12-sep-2018 100.0  
mumbai is the capital city of the state or province maharashtra_state 1116 12-sep-2018 93.8  
n13 is the number of people killed in the event n12_killed_and_many_injured_in_pakistan_blast 1116 12-sep-2018 100.0