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
unembarrassedness is an emotion 1111 06-jul-2018 97.8  
world_cup_rugby is an award, championship, or tournament trophy 1111 06-jul-2018 100.0  
wtvd is a TV station 1111 06-jul-2018 99.9  
tuna_tuna is a fish 1111 06-jul-2018 100.0  
pyramid_clock is an item found on a wall 1111 06-jul-2018 99.4  
j_p__arencibia is a person also known as p_j__brown 1115 03-sep-2018 100.0  
air_zimbabwe is headquartered in the country zimbabwe 1116 12-sep-2018 100.0  
workers is a profession that is a kind of individuals 1114 25-aug-2018 93.8  
underground is a transportation system located in the city central_london 1116 12-sep-2018 93.8  
fortune is a newspaper in the city new_york 1116 12-sep-2018 100.0