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
beef_ is a type of meat 1111 06-jul-2018 99.5  
declarative_programming_language is a programming language 1112 24-jul-2018 97.9  
alexander_of_tver is a monarch 1111 06-jul-2018 97.5  
wcwn_tv is a TV station 1111 06-jul-2018 99.8  
los_angeles_schools_federal_credit_union is a credit union 1111 06-jul-2018 100.0  
crustaceans is a type of invertebrates 1114 25-aug-2018 100.0  
xom_ is a company also known as exxonmobil001 1114 25-aug-2018 100.0  
frontier is a building located in the city las_vegas 1116 12-sep-2018 91.1  
scorpions is an arthropod as well as arachnids also is 1111 06-jul-2018 100.0  
space_shuttle_astronauts is a generalization of john_young 1116 12-sep-2018 100.0