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
above_viruses is a virus 1111 06-jul-2018 98.4  
spatulate_sculpin is a fish 1111 06-jul-2018 100.0  
soil_bacteria is a bacterium 1111 06-jul-2018 91.3  
gold_ore_gold_lotto_gold_refining is a visualizable attribute 1111 06-jul-2018 100.0  
black_moshannon_creek is a trail 1111 06-jul-2018 100.0  
federal_motor_carrier_safety_administration is an organization known by the acronym fmcsa 1115 03-sep-2018 100.0  
white is a person who has age 19 1116 12-sep-2018 100.0  
jones is a person who belongs to the organization atlanta_braves 1111 06-jul-2018 100.0  
president_obama is a U.S. politician who is a member of the political group congress 1112 24-jul-2018 100.0  
english is a language used in the university rhodes_university 1113 15-aug-2018 96.9