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
cd_key is a visualizable attribute 1111 06-jul-2018 90.5  
juice_cereal is a food 1111 06-jul-2018 97.8  
the_jewels_tower_2 is a skyscraper 1111 06-jul-2018 100.0  
facial_moisturizer is a personal care product 1111 06-jul-2018 99.4  
leona_helmsley is a female 1111 06-jul-2018 92.6  
cable looks like george 1113 15-aug-2018 93.8  
chhattisgarh is a sate or province located in the country india 1116 12-sep-2018 100.0  
wozniak is a subpart of apple_inc 1111 06-jul-2018 98.4  
andaman_and_nicobar is a state or province located in the geopolitical location india 1115 03-sep-2018 96.9  
adam_morrison is a person also known as miller002 1116 12-sep-2018 100.0