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
nan_s__russell is a North American person 1111 06-jul-2018 91.3  
pierce_point_road is a highway 1111 06-jul-2018 93.3  
href________shtml____smileless is an emotion 1111 06-jul-2018 97.6  
frenchtown is a geopolitical entity that is a location 1111 06-jul-2018 92.1  
rainbow_room is a kind of room 1111 06-jul-2018 99.3  
countrylink is a transportation system located in the city sydney 1116 12-sep-2018 99.2  
chevron has acquired gulf_air 1114 25-aug-2018 93.8  
jonny_gomes is an athlete who led reds 1116 12-sep-2018 96.9  
neck_tie is a clothing item to go with shirt 1111 06-jul-2018 93.8  
nissan is a specific automobile maker dealer in new_york 1114 25-aug-2018 100.0