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Advisor: Hsin-Hsi Chen Reporter: Chi-Hsin Yu Date: 2009.12.10 From K-CAP 2009 (ACM conference, 5 th Knowledge CAPture, Begins in 2001, biennially)
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Introduction Extended WordNet Knowledge Base Proposed Method for Extracting Commonsense Knowledge Implementation and Results Applications of Commonsense Knowledge Conclusion
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Commonsense › An average person is assumed to have commonsense k nowledge. Including spatial, physical, social, temporal, psychological, and others › This knowledge is not communicated most of the time. (assumption)
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Related Works › Expert-build: Cyc › Collaborative efforts: OpenMind project (ConceptNet), Mindpixel project, Verbosity Some proposals link the information obtained by the collaborative effort to known ontologies to expand and structure the commonsense knowledge
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XWN (eXtended WordNet) › the words in the WordNet glosses Semantically disambiguated syntactically parsed, Part-Of-Speech tagged transformed in logic forms
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XWN-KB is an upper ontology built on top of Extended WordNet (XWN). › semantically parsed and transformed into semantic triples
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Examples Timepiece: 計時器 Opening: 穴, 孔 ; 通道
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Using › semantic information › Semi-automatic algorithm › 3 meta-rules › 27 commonsense rules
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Hyponym: type-of, 下義詞
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Obesity: 肥胖 ; 過胖
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The array of commonsense rules, I[.]
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Hyponym: type-of, 下義詞
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Meronym : Part-Of
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Question Answering: Text Entailment: Specialty: 專業 ; 專長 jimmies : 灑在冰淇 淋上的巧 克力片
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The proposed method extracts high precision commonsense rules. › Limitation Commonsense rule the incomplete semantic relations in WordNet
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How do we define “commonsense knowledge” in definitional way? › Is it needed to have a definition? › Is it related to knowledge categorization? › 對知識分類, 且是對沒有寫在紙上的知識分類 依假設, 人有 commonsense, 但少明確說出來 How do we judge the extracted knowledge? › The importance: in what perspectives? › The validness: in what context? › The usefulness : for what applications? Should we apply operational criteria to judge the usefulness of extracted knowledge?
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