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
shells_king_crab is a crustacean 1111 06-jul-2018 99.6  
bayonne_hotels is a park 1111 06-jul-2018 92.5  
residence_inn_arlington_capital_view is a tourist attraction 1111 06-jul-2018 94.6  
daniel_galbraith__hibernian is an Australian person 1111 06-jul-2018 99.6  
class_fares is a machine-learning conference 1111 06-jul-2018 96.8  
pests is called spider_mites 1111 06-jul-2018 98.4  
cathy has husband jobs 1116 12-sep-2018 96.9  
martinsburg is a city located in the state or province west_virginia 1116 12-sep-2018 96.9  
mazda is a specific automobile maker dealer in virginia 1114 25-aug-2018 100.0  
lungs arises from right_ventricle 1116 12-sep-2018 100.0