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
district_4_representative is a kind of office held by a politician 1111 06-jul-2018 100.0  
west_lothian is a county 1111 06-jul-2018 91.4  
barry_zito is a Mexican person 1111 06-jul-2018 100.0  
flame_shapes is a geometric shape 1111 06-jul-2018 95.0  
cammoo_cave is a cave 1111 06-jul-2018 100.0  
butte is a city located in the state or province montana 1116 12-sep-2018 100.0  
franklin_mills_mall is a shopping mall in the city philadelphia 1116 12-sep-2018 100.0  
world_trade_center is a park in the city brooklyn 1116 12-sep-2018 100.0  
creatures is an animal that preys on dragonflies 1111 06-jul-2018 93.8  
insects is a type of bug 1116 12-sep-2018 100.0