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
place_this_fall is a location 1113 15-aug-2018 96.0  
beaver_crossing_nebraska is a beach 1111 06-jul-2018 100.0  
dave_riddle is a politician 1111 06-jul-2018 91.1  
v_nculos is a currency 1111 06-jul-2018 99.9  
thai_herbs is a visualizable object 1111 06-jul-2018 98.5  
avenue is a street in the city spa 1116 12-sep-2018 100.0  
howard_schultz works for starbucks 1112 24-jul-2018 100.0  
sciences is an academic program at the university former_college 1114 25-aug-2018 100.0  
microsoft is related to xboxone 1115 03-sep-2018 100.0  
lieberman is a U.S. politician endorsed by the U.S. politician al_gore 1113 15-aug-2018 99.9