Semantic table structure identification in spreadsheets
Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Dan Ye
摘要
Spreadsheets are widely used in various business tasks, and contain amounts of valuable data. However, spreadsheet tables are usually organized in a semi-structured way, and contain complicated semantic structures, e.g., header types and relations among headers. Lack of documented semantic table structures, existing data analysis and error detection tools can hardly understand spreadsheet tables. Therefore, identifying semantic table structures in spreadsheet tables is of great importance, and can greatly promote various analysis tasks on spreadsheets. In this paper, we propose Tasi (Table structure identification) to automatically identify semantic table structures in spreadsheets. Based on the contents, styles, and spatial locations in table headers, Tasi adopts a multi-classifier to predict potential header types and relations, and then integrates all header types and relations into consistent semantic table structures. We further propose TasiError, to detect spreadsheet errors based on the identified semantic table
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- Table Illustrator: Puzzle-based interactive authoring of plain tablesYanwei Huang, Yurun Yang, Xinhuan Shu, Ran Chen 等CHI 2024 · 被引用 5 次
- SheetPT: Spreadsheet Pre-training Based on Hierarchical Attention NetworkRan Jia, Qiyu Li, Zihan Xu, Xiaoyuan Jin 等AAAI 2023 · 被引用 3 次
- IM-TQA: A Chinese Table Question Answering Dataset with Implicit and Multi-type Table StructuresMingyu Zheng, Yang Hao, Wenbin Jiang, Zheng Lin 等ACL 2023 · 被引用 2 次
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