InfoSync: Information Synchronization across Multilingual Semi-structured Tables

Siddharth Khincha, Chelsi Jain, Vivek Gupta, Tushar Kataria, Shuo Zhang
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Abstract

Information Synchronization of semi-structured data across languages is challenging. For instance, Wikipedia tables in one language should be synchronized across languages. To address this problem, we introduce a new dataset InfoSyncC and a two-step method for tabular synchronization. InfoSync contains 100K entity-centric tables (Wikipedia Infoboxes) across 14 languages, of which a subset (3.5K pairs) are manually annotated. The proposed method includes 1) Information Alignment to map rows and 2) Information Update for updating missing/outdated information for aligned tables across multilingual tables. When evaluated on InfoSync, information alignment achieves an F1 score of 87.91 (en<->non-en). To evaluate information updation, we perform human-assisted Wikipedia edits on Infoboxes for 603 table pairs. Our approach obtains an acceptance rate of 77.28% on Wikipedia, showing the effectiveness of the proposed method.
InfoSync:跨多语言半结构化表的信息同步
跨语言的半结构化数据信息同步具有挑战性。例如,一种语言的维基百科表应该跨语言同步。为了解决这个问题,我们引入了一个新的数据集InfoSyncC和一个表格同步的两步方法。InfoSync包含14种语言的100K个以实体为中心的表(Wikipedia Infoboxes),其中一个子集(3.5K对)是手动标注的。所提出的方法包括:1)信息对齐以映射行;2)信息更新用于跨多语言表更新已对齐表的缺失/过时信息。在InfoSync上进行评估时,信息对齐达到了87.91 (non-en)的F1分。为了评估信息更新,我们对603个表对的Infoboxes执行人工辅助的Wikipedia编辑。我们的方法在维基百科上获得了77.28%的接受率,表明了所提方法的有效性。
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