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
rainbow_room is a kind of room 1111 06-jul-2018 99.3  
collin_county_community_college_sp is a train station 1111 06-jul-2018 98.9  
asian_shore_crab is a crustacean 1111 06-jul-2018 99.6  
peugeot_305_gls_estate is a kind of vehicle 1111 06-jul-2018 99.9  
tull_arkansas is a beach 1111 06-jul-2018 92.1  
toronto_eaton_centre is a shopping mall in the city toronto 1116 12-sep-2018 100.0  
short_skirts is a clothing item to go with dresses 1111 06-jul-2018 98.4  
hayes is a politician who holds the office of secretary 1111 06-jul-2018 100.0  
triangle has shape peak 1112 24-jul-2018 93.8  
children is an animal that can develop emotional_disabilities 1116 12-sep-2018 100.0