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
flood_insurance_requirements is a political issue 1111 06-jul-2018 93.1  
thomas_babington is a scientist 1111 06-jul-2018 100.0  
python_2_7 is a programming language 1111 06-jul-2018 95.3  
eagles_landing_winery is a winery 1111 06-jul-2018 100.0  
virus_group is a virus 1111 06-jul-2018 97.3  
service is headquartered in the country u_s_ 1116 12-sep-2018 100.0  
the sports leage irl uses the venue daytona_international_speedway 1113 15-aug-2018 96.9  
gov__sarah_palin is a U.S. politician endorsed by the U.S. politician sen__john_mccain 1113 15-aug-2018 100.0  
ravenscourt_park is a park in the city central_london 1116 12-sep-2018 94.3  
steve001 works for world 1112 24-jul-2018 100.0