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• W4309778912 startingPage "119274" @default.
• W4309778912 abstract "Information extraction (IE) is a vital step of digitization that reduces paperwork in offices. However, the adaptation of common IE systems to actual business cases faces two issues. First, the number of training samples is small (i.e. 100–200 examples). Second, span extraction models based on question answering formulation require a long time for training and inference. To overcome these issues, we introduce a new query-based model for the extraction of information from business documents. For data limitation, the model employs transfer learning which adapts the knowledge of pre-trained language models (i.e. BERT) to specific domains. To do that, we design a new CNN layer for the adaptation of the model to specific domains. For the speed, different from the encoding of normal span extraction methods (BERT-QA), the proposed model encodes short tags and context documents in two channels in parallel, which speeds up training and inference time. Information from short tags is fused with context documents learned from CNN by using attention to predict start and end positions of extracted spans. Promising results on five domain-specific datasets in English and Japanese indicate that the proposed model produces high-quality outputs and can be applied for business scenarios." @default.
• W4309778912 created "2022-11-29" @default.
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• W4309778912 date "2023-04-01" @default.
• W4309778912 modified "2023-09-27" @default.
• W4309778912 title "Gain more with less: Extracting information from business documents with small data" @default.
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• W4309778912 doi "https://doi.org/10.1016/j.eswa.2022.119274" @default.
• W4309778912 hasPublicationYear "2023" @default.
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