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
bangalore_international_airport is a transportation system 1111 06-jul-2018 100.0  
south_lake_tahoe_airport is an airport 1111 06-jul-2018 95.6  
lithium_iodide_anhydrous is a chemical 1111 06-jul-2018 100.0  
azure_lake is a lake 1111 06-jul-2018 100.0  
austin_cadillac is an automobile manufacturer 1111 06-jul-2018 99.8  
william_rockefeller and john_d__rockefeller are siblings 1114 25-aug-2018 93.8  
washington_d_c_ is the home city of the sports team howard_university 1116 12-sep-2018 100.0  
guernsey_lake is a lake in the state or province michigan 1116 12-sep-2018 100.0  
ocean_journey is an aquarium in the city denver 1116 12-sep-2018 100.0  
assurant is a company in the economic sector of insurance 1114 25-aug-2018 93.1