文件提取和转换框架

Cristian Riveros, Markus L. Schmid, Nicole Schweikardt
{"title":"文件提取和转换框架","authors":"Cristian Riveros, Markus L. Schmid, Nicole Schweikardt","doi":"arxiv-2405.12350","DOIUrl":null,"url":null,"abstract":"We present a theoretical framework for the extraction and transformation of\ntext documents. We propose to use a two-phase process where the first phase\nextracts span-tuples from a document, and the second phase maps the content of\nthe span-tuples into new documents. We base the extraction phase on the\nframework of document spanners and the transformation phase on the theory of\npolyregular functions, the class of regular string-to-string functions with\npolynomial growth. For supporting practical extract-transform scenarios, we propose an extension\nof document spanners described by regex formulas from span-tuples to so-called\nmultispan-tuples, where variables are mapped to sets of spans. We prove that\nthis extension, called regex multispanners, has the same desirable properties\nas standard spanners described by regex formulas. In our framework, an\nExtract-Transform (ET) program is given by a regex multispanner followed by a\npolyregular function. In this paper, we study the expressibility and evaluation problem of ET\nprograms when the transformation function is linear, called linear ET programs.\nWe show that linear ET programs are equally expressive as non-deterministic\nstreaming string transducers under bag semantics. Moreover, we show that linear\nET programs are closed under composition. Finally, we present an enumeration\nalgorithm for evaluating every linear ET program over a document with linear\ntime preprocessing and constant delay.","PeriodicalId":501124,"journal":{"name":"arXiv - CS - Formal Languages and Automata Theory","volume":"222 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A framework for extraction and transformation of documents\",\"authors\":\"Cristian Riveros, Markus L. Schmid, Nicole Schweikardt\",\"doi\":\"arxiv-2405.12350\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We present a theoretical framework for the extraction and transformation of\\ntext documents. We propose to use a two-phase process where the first phase\\nextracts span-tuples from a document, and the second phase maps the content of\\nthe span-tuples into new documents. We base the extraction phase on the\\nframework of document spanners and the transformation phase on the theory of\\npolyregular functions, the class of regular string-to-string functions with\\npolynomial growth. For supporting practical extract-transform scenarios, we propose an extension\\nof document spanners described by regex formulas from span-tuples to so-called\\nmultispan-tuples, where variables are mapped to sets of spans. We prove that\\nthis extension, called regex multispanners, has the same desirable properties\\nas standard spanners described by regex formulas. In our framework, an\\nExtract-Transform (ET) program is given by a regex multispanner followed by a\\npolyregular function. In this paper, we study the expressibility and evaluation problem of ET\\nprograms when the transformation function is linear, called linear ET programs.\\nWe show that linear ET programs are equally expressive as non-deterministic\\nstreaming string transducers under bag semantics. Moreover, we show that linear\\nET programs are closed under composition. Finally, we present an enumeration\\nalgorithm for evaluating every linear ET program over a document with linear\\ntime preprocessing and constant delay.\",\"PeriodicalId\":501124,\"journal\":{\"name\":\"arXiv - CS - Formal Languages and Automata Theory\",\"volume\":\"222 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-05-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - CS - Formal Languages and Automata Theory\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2405.12350\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Formal Languages and Automata Theory","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2405.12350","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

我们提出了一个提取和转换文本文档的理论框架。我们建议使用两阶段流程,第一阶段从文档中提取跨元组,第二阶段将跨元组的内容映射到新文档中。我们将提取阶段建立在文档跨度框架的基础上,将转换阶段建立在多正则函数理论的基础上,多正则函数是一类具有多项式增长的正则字符串到字符串函数。为了支持实际的提取-转换应用场景,我们提出了一种由 regex 公式描述的文档生成器的扩展,即从 span 元组扩展到所谓的多 span 元组,其中变量被映射到 spans 集合。我们证明,这种扩展(称为 regex 多跨度)与 regex 公式描述的标准跨度具有相同的理想特性。在我们的框架中,一个提取-转换(ET)程序由一个 regex 多跨度程序和一个多正则函数给出。在本文中,我们研究了转换函数为线性时 ET 程序的可表达性和评估问题,这些程序被称为线性 ET 程序。我们证明,在 bag 语义下,线性 ET 程序与非确定性流式字符串转换器具有同等的表达能力。此外,我们还证明了线性 ET 程序在组合下是封闭的。最后,我们提出了一种枚举算法,用于以线性时间预处理和恒定延迟评估文档上的每个线性 ET 程序。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
A framework for extraction and transformation of documents
We present a theoretical framework for the extraction and transformation of text documents. We propose to use a two-phase process where the first phase extracts span-tuples from a document, and the second phase maps the content of the span-tuples into new documents. We base the extraction phase on the framework of document spanners and the transformation phase on the theory of polyregular functions, the class of regular string-to-string functions with polynomial growth. For supporting practical extract-transform scenarios, we propose an extension of document spanners described by regex formulas from span-tuples to so-called multispan-tuples, where variables are mapped to sets of spans. We prove that this extension, called regex multispanners, has the same desirable properties as standard spanners described by regex formulas. In our framework, an Extract-Transform (ET) program is given by a regex multispanner followed by a polyregular function. In this paper, we study the expressibility and evaluation problem of ET programs when the transformation function is linear, called linear ET programs. We show that linear ET programs are equally expressive as non-deterministic streaming string transducers under bag semantics. Moreover, we show that linear ET programs are closed under composition. Finally, we present an enumeration algorithm for evaluating every linear ET program over a document with linear time preprocessing and constant delay.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Query Learning of Advice and Nominal Automata Well-Behaved (Co)algebraic Semantics of Regular Expressions in Dafny Run supports and initial algebra supports of weighted automata Alternating hierarchy of sushifts defined by nondeterministic plane-walking automata $\mathbb{N}$-polyregular functions arise from well-quasi-orderings
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1