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
commensal_spider is an arachnid 1112 24-jul-2018 100.0  
seasonal_fruits is a food 1111 06-jul-2018 98.1  
bathtub_accessories is an item often found in a bathroom 1111 06-jul-2018 99.8  
heavy_hip_hop is a genre of music 1111 06-jul-2018 99.6  
vanguard_jazz_orchestra is a musician 1111 06-jul-2018 99.9  
the companies khaleej_times and gulf_air compete with eachother 1111 06-jul-2018 93.8  
oracle_arena is the home venue for the sports team golden_state_warriors 1116 12-sep-2018 100.0  
n200_000_americans participated in the event result 1111 06-jul-2018 93.8  
u_s__department is headquartered in the country u_s_ 1116 12-sep-2018 100.0  
clyde_haberman is a journalist that writes for the publication new_york_times 1113 15-aug-2018 93.8