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
white_banded_crab_spider is an arachnid 1111 06-jul-2018 100.0  
grassy_lake is a trail 1111 06-jul-2018 100.0  
dome_of_the_florence_cathedral is a place of worship 1111 06-jul-2018 99.8  
leoncillo is a visual artist 1111 06-jul-2018 96.4  
psp_portable_memory_stick_duo is a consumer electronic device 1111 06-jul-2018 100.0  
paris_charles_de_gaulle is a tourist attraction in the city central_london 1116 12-sep-2018 93.8  
display001 looks like dvd_player 1114 25-aug-2018 93.8  
citibank is a bank in hong_kong 1114 25-aug-2018 100.0  
canal_shopping_center is a shopping mall in the city new_york 1116 12-sep-2018 100.0  
north_carolina_state_university is a sports team also known as state_university 1111 06-jul-2018 100.0