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
greater_sacramento_valley is a county 1111 06-jul-2018 100.0  
poignant_picture is form of visual art 1111 06-jul-2018 98.3  
certified_dog is a vertebrate 1111 06-jul-2018 90.3  
hair_solutions is a personal care product 1111 06-jul-2018 97.1  
vividcon is a convention 1111 06-jul-2018 99.9  
n3_ is a subpart of the body within system 1111 06-jul-2018 93.8  
great_american_ball_park is a stadium or event venue also known as brown_stadium 1116 12-sep-2018 93.8  
hiking is a sport with fans in the country __america 1116 12-sep-2018 99.9  
amiens is a city located in the country france_france 1116 12-sep-2018 98.4  
jeff_samardzija plays for the team chicago_cubs 1116 12-sep-2018 99.8