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
saudi_arabia_saudi_arabia is a country	1111	06-jul-2018	98.4
the_merchants_and_farmers_bank_of_salisbury is a bank	1111	06-jul-2018	100.0
n1994_school_election is an election	1111	06-jul-2018	95.5
borrelia_burgdorferi_bacterium is a bacterium	1111	06-jul-2018	100.0
balkarians is an ethnic group	1111	06-jul-2018	90.8
security concerns information	1116	12-sep-2018	99.2
clancy_brothers is a musician in the genre folk	1113	15-aug-2018	96.9
toyota is a specific automobile maker dealer in indiana	1115	03-sep-2018	100.0
reebok is a company in the economic sector of sports	1114	25-aug-2018	100.0
baseball is a sport played in the venue louisiana_superdome	1116	12-sep-2018	100.0