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
lobster_stock is a visualizable thing 1111 06-jul-2018 97.4  
native_south_american_language is a language 1111 06-jul-2018 99.8  
trail_center is a skyscraper 1111 06-jul-2018 99.8  
fivesaddle_parrotfish is a fish 1111 06-jul-2018 100.0  
california_rare_fruit_growers_association is a non-profit organization 1111 06-jul-2018 99.5  
george_johnson is a person also known as david_carr 1115 03-sep-2018 100.0  
display001 looks like system 1112 24-jul-2018 98.4  
knxv is a TV station in the city downtown_phoenix 1116 12-sep-2018 100.0  
jordan_danks plays the athletic team position right_center 1113 15-aug-2018 93.8  
daman_and_diu is a state or province located in the geopolitical location india 1115 03-sep-2018 96.9