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
living___dining_room is a kind of room 1111 06-jul-2018 99.9  
nonyl_phenol_ethoxylate is a chemical 1111 06-jul-2018 100.0  
island_hvar is a geopolitical entity that is an organization 1111 06-jul-2018 94.5  
avalon_new_york_city is a tourist attraction 1111 06-jul-2018 94.5  
red_spotlight is a perception event 1111 06-jul-2018 98.7  
english is a language used in the university brandeis_university 1113 15-aug-2018 93.8  
downtown_marriott_hotel is a hotel in the city los_angeles_ca 1116 12-sep-2018 100.0  
biden is a U.S. politician who holds the office of vice_presidential 1113 15-aug-2018 99.6  
saint_joseph is a hospital in the city denver 1116 12-sep-2018 98.5  
the country india uses the currency rupees 1116 12-sep-2018 100.0