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
inflatable_balls is sports equipment 1111 06-jul-2018 96.0  
arabic_tabla is a musical instrument 1111 06-jul-2018 94.7  
a_cold_day_in_paradise is a book 1111 06-jul-2018 100.0  
esarn_thai_restaurant is a restaurant 1111 06-jul-2018 100.0  
shoe_molds is a fungus 1111 06-jul-2018 95.3  
triangle has shape bisector 1112 24-jul-2018 93.8  
n24 is the number of people injured in the event n18_shia_pilgrims_killed_in_pakistan 1116 12-sep-2018 100.0  
ankara is the capital city of the country turkey 1116 12-sep-2018 99.9  
lincoln is a specific automobile maker dealer in canada 1116 12-sep-2018 100.0  
availability is a subpart of water 1111 06-jul-2018 99.6