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
lake_eustis_pupfish is an animal 1111 06-jul-2018 99.4  
comment_dogs is software used by machine-learning scientists 1111 06-jul-2018 99.1  
arpa_a_uncini is a musical instrument 1111 06-jul-2018 93.8  
color_processing is form of visual art 1111 06-jul-2018 97.5  
virginia_museum_of_transportation is a monument 1111 06-jul-2018 99.9  
john_bonham is a musician who is part of led_zeppelin 1115 03-sep-2018 100.0  
republic is a synonym for china 1111 06-jul-2018 98.4  
canal_shopping_center is a shopping mall in the city new_york 1116 12-sep-2018 100.0  
campbell is the leader of the city vancouver 1116 12-sep-2018 96.9  
the sports leage nascar uses the venue bristol_motor_speedway 1114 25-aug-2018 100.0