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
minute_maid_juice is a beverage 1111 06-jul-2018 95.0  
cox_markets is a retail store 1111 06-jul-2018 99.4  
chemung_county is an airport 1111 06-jul-2018 100.0  
denver_nissan is an automobile manufacturer 1111 06-jul-2018 95.7  
baldwin_beach is a trail 1111 06-jul-2018 100.0  
usa is a country also known as yugoslav_federation 1111 06-jul-2018 93.8  
clark is an athlete who injured his/her arms 1115 03-sep-2018 100.0  
scorpions is an animal that is a kind of spiders 1111 06-jul-2018 93.8  
centennial is an attraction that will be fall in city denver 1116 12-sep-2018 99.2  
suburban_rail is a transportation system located in the city central_london 1116 12-sep-2018 100.0