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Encoding Distributional Semantics into Triple Based Knowledge Ranking for Document Enrichment

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Figure

Figure 1: An example of document enrichment:A source document about a U.S. air strike omit-ting two important pieces of background knowl-edge which are acquired by our framework.
Figure 2: Graphical representation of LDA. Theboxes represents replicates, where the inner boxrepresents the repeated choice of N topics andwords within a document, while the outer one rep-resents the repeated generation of M documents.
Figure 3: The edge between two bk-nodes helpsin the better evaluation of relatedness between thebk-node Yoko Ono and the sd-node Beatles.
Table 1: The performance evaluated as a rankingtask. Herewhile Ours corresponds to our full model, Ours-S is a simplified version of our modelwithout iterative propagation (see Section 3.2).
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