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
folk_thrash_metal is a genre of music 1111 06-jul-2018 98.9  
n25_64_years is a non-disease physiological condition 1111 06-jul-2018 92.0  
n12226 is a ZIP code 1111 06-jul-2018 99.8  
poker_the_intensity is a non-sports, non-electronic game 1111 06-jul-2018 95.0  
a_sense_of_hopefulness is an emotion 1111 06-jul-2018 95.3  
medrol is a drug having the side effect side_effects 1114 25-aug-2018 93.8  
london_heathrow_airport is a tourist attraction in the city central_london 1116 12-sep-2018 96.9  
prudential is a company in the economic sector of insurance 1114 25-aug-2018 100.0  
animals is an animal that preys on men 1112 24-jul-2018 100.0  
companies is a subpart of water_supply 1111 06-jul-2018 96.9