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
albert_w__schoeman is a U.S. politician 1111 06-jul-2018 99.8  
games_online_games is software 1111 06-jul-2018 100.0  
dinner_spoon is an item found on a table 1111 06-jul-2018 99.6  
jane_williams is a politician 1111 06-jul-2018 100.0  
popover_pans is a household item 1111 06-jul-2018 92.3  
eggs is an agricultural product coming from tortoise 1116 12-sep-2018 100.0  
ldv is a specific automobile maker dealer in _uk 1116 12-sep-2018 98.4  
wwbt is a TV affiliate of the network nbc_news 1116 12-sep-2018 100.0  
the sports leage nhl uses the venue st__pete_times_forum 1112 24-jul-2018 100.0  
esquire_magazine is a company headquartered in the city new_york 1116 12-sep-2018 100.0