Abstract
Robust intelligent systems may leverage knowledge about the world to cope with a variety of contexts. While automatic knowledge extraction algorithms have been successfully used to build knowledge bases in English, little progress has been made in extracting non-alphabetic languages, e.g. Chinese. This paper identifies the key challenge in instance and pattern extraction for Chinese and presents the Coupled Chinese Pattern Learner that utilizes part-of-speech tagging and language-dependent grammar rules for generalized matching in the Chinese never-ending language learner framework for large-scale knowledge extraction from online documents. Experiments showed that the proposed system is scalable and achieves a precision of 79.9% in learning categories after a small number of iterations.
Original language | English |
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Title of host publication | WS-16-01 |
Subtitle of host publication | Artificial Intelligence Applied to Assistive Technologies and Smart Environments; WS-16-02: AI, Ethics, and Society; WS-16-03: Artificial Intelligence for Cyber Security; WS-16-04: Artificial Intelligence for Smart Grids and Smart Buildings; WS-16-05: Beyond NP; WS-16-06: Computer Poker and Imperfect Information Games; WS-16-07: Declarative Learning Based Programming; WS-16-08: Expanding the Boundaries of Health Informatics Using AI; WS-16-09: Incentives and Trust in Electronic Communities; WS-16-10: Knowledge Extraction from Text; WS-16-11: Multiagent Interaction without Prior Coordination; WS-16-12: Planning for Hybrid Systems; WS-16-13: Scholarly Big Data: AI Perspectives, Challenges, and Ideas; WS-16-14: Symbiotic Cognitive Systems; WS-16-15: World Wide Web and Population Health Intelligence |
Publisher | AI Access Foundation |
Pages | 517-521 |
Number of pages | 5 |
ISBN (Electronic) | 9781577357599 |
State | Published - 2016 |
Externally published | Yes |
Event | 30th AAAI Conference on Artificial Intelligence, AAAI 2016 - Phoenix, United States Duration: 12 02 2016 → 13 02 2016 |
Publication series
Name | AAAI Workshop - Technical Report |
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Volume | WS-16-01 - WS-16-15 |
Conference
Conference | 30th AAAI Conference on Artificial Intelligence, AAAI 2016 |
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Country/Territory | United States |
City | Phoenix |
Period | 12/02/16 → 13/02/16 |
Bibliographical note
Publisher Copyright:Copyright © 2016, Association for the Advancement of Artificial Intelligence (www.aaai.org).