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
wkbx is a radio station	1111	06-jul-2018	96.9
neurokinin_receptor_antagonists is an archaeon	1111	06-jul-2018	94.7
self_help_magazines is a kind of media	1111	06-jul-2018	99.2
cambridge_suites_toronto is a hotel	1111	06-jul-2018	94.5
pseudoalteromonas_phenolica is a bacterium	1111	06-jul-2018	100.0
chevrolet is a specific automobile maker dealer in houston	1114	25-aug-2018	100.0
services_offers is a synonym for department	1111	06-jul-2018	93.8
the sports team germany was the winner of world_cup	1116	12-sep-2018	100.0
riverdale_zoo is a zoo in the city toronto	1116	12-sep-2018	100.0
stephen is a person who was written about in new_york_times	1116	12-sep-2018	100.0