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
romelia_bean is a legume	1111	06-jul-2018	97.8
cade_winery is a winery	1111	06-jul-2018	100.0
cryptochilidae is a mollusk	1111	06-jul-2018	100.0
online_pharmacy_buy_cialis is a product	1111	06-jul-2018	94.5
manchester_days_inn is a hotel	1111	06-jul-2018	94.7
the sports leage mlb uses the venue chase_field	1112	24-jul-2018	100.0
scorpions is an arthropod as well as spiders also is	1111	06-jul-2018	100.0
Eating management decreases the risk of cancer	1111	06-jul-2018	96.9
european_countries is a generalization of britain	1116	12-sep-2018	100.0
hang_seng is a bank in hong_kong	1114	25-aug-2018	100.0