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
john_boswell is a writer	1111	06-jul-2018	100.0
em_poker_strategies is a non-sports, non-electronic game	1111	06-jul-2018	100.0
digastric_branch is a nerve	1111	06-jul-2018	99.2
katharina_jahaan is a fashion model	1111	06-jul-2018	100.0
agility_training_equipment is sports equipment	1111	06-jul-2018	93.4
state_s_department is an organization also known as services	1113	15-aug-2018	99.6
aomori is a city located in the country japan	1116	12-sep-2018	98.2
keith_urban has wife nicole_kidman	1116	12-sep-2018	100.0
the home stadium of pierre_pilote is wrigley_field	1116	12-sep-2018	100.0
courtyard_by_marriott_lax is a hotel in the city los_angeles_ca	1116	12-sep-2018	100.0