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
hge is a visualizable attribute 1111 06-jul-2018 90.3  
yukio_ninagawa is a director 1111 06-jul-2018 95.3  
charge_device is a weapon 1111 06-jul-2018 95.9  
final_fantasy_mystic_quest is a video game 1111 06-jul-2018 100.0  
equity_financing is an economic sector 1111 06-jul-2018 91.4  
mooo_restaurant is a restaurant in the city boston 1116 12-sep-2018 100.0  
red_coat is a clothing item to go with pants 1111 06-jul-2018 93.8  
the sports leage nascar_craftsman_truck_series uses the venue international_speedway 1114 25-aug-2018 96.9  
nan_wang is a person who has residence in the geopolitical location new_south_wales 1116 12-sep-2018 100.0  
flowers is an agricultural product produced in south_africa 1116 12-sep-2018 100.0