Read the Web
Research Project at Carnegie Mellon University

NELL: Never-Ending Language Learning

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:

• First, it attempts to "read," or extract facts from text found in hundreds of millions of web pages (e.g., playsInstrument(George_Harrison, guitar)).
• Second, it attempts to improve its reading competence, so that tomorrow it can extract more facts from the web, more accurately.

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

instance	iteration	date learned	confidence
n1996_world_championship is a sports game	1111	06-jul-2018	100.0
gmc_savanna is a kind of vehicle	1111	06-jul-2018	99.7
ideology_cellars is a winery	1111	06-jul-2018	99.9
far_out_recordings is a record label	1111	06-jul-2018	99.2
lauren_koslow is a fashion model	1111	06-jul-2018	100.0
carnegie_hall__s_zankel_hall is a stadium or event venue located in the city new_york	1116	12-sep-2018	96.9
red_wings is an organization also known as pittsburgh_penguins	1113	15-aug-2018	99.9
spider_mites is an arthropod as well as insects also is	1111	06-jul-2018	99.9
anne_perry wrote the book defend_and_betray	1111	06-jul-2018	100.0
robin died in the location new_south_wales	1116	12-sep-2018	100.0