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
armandina_bean is a legume 1111 06-jul-2018 98.0  
north_redington_beach_florida is a beach 1111 06-jul-2018 100.0  
theodore_roosevelt_lake is a trail 1111 06-jul-2018 100.0  
href________shtml____smileless is an emotion 1111 06-jul-2018 97.6  
jordan_mountain is a mountain 1111 06-jul-2018 100.0  
tampa_bay_devil_rays is a sports team that plays against pittsburgh_pirates 1111 06-jul-2018 98.4  
oklahoma_aquarium is an aquarium in the city tulsa 1116 12-sep-2018 100.0  
modern_dynamic_kidney_exchanges occurrs in the building newell_simon_hall 1116 12-sep-2018 100.0  
wrva is a radio station in the city richmond 1116 12-sep-2018 93.8  
the country ethiopia uses the currency dollars 1116 12-sep-2018 100.0