{"title":"A survey of Polish ASR speech datasets","authors":"Michał Junczyk","doi":"10.1515/psicl-2023-0019","DOIUrl":null,"url":null,"abstract":"Access to speech datasets is essential for the effective use of modern ASR systems in low-resource languages like Polish. However, the lack of centralized information and metadata describing available datasets poses a significant challenge to researchers and practitioners. In this paper, we address this issue by presenting the most comprehensive survey of Polish ASR speech datasets to date. We manually curated information on 53 publicly available datasets and annotated them with 61 attributes, providing a comprehensive catalog of these resources. The catalog facilitates the discovery and evaluation of available datasets, enabling researchers to identify datasets that suit their specific needs. It also enables the identification of gaps in the existing datasets, which may inform future research directions. The catalog is open and community-driven, which means that new data sets can be added and issues can be reported, ensuring its continued relevance and usefulness to the ASR community. Our work contributes to improving the accessibility and usability of ASR systems in low-resource languages such as Polish.","PeriodicalId":43804,"journal":{"name":"Poznan Studies in Contemporary Linguistics","volume":"170 1","pages":""},"PeriodicalIF":0.5000,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Poznan Studies in Contemporary Linguistics","FirstCategoryId":"98","ListUrlMain":"https://doi.org/10.1515/psicl-2023-0019","RegionNum":4,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"0","JCRName":"LANGUAGE & LINGUISTICS","Score":null,"Total":0}
引用次数: 0
Abstract
Access to speech datasets is essential for the effective use of modern ASR systems in low-resource languages like Polish. However, the lack of centralized information and metadata describing available datasets poses a significant challenge to researchers and practitioners. In this paper, we address this issue by presenting the most comprehensive survey of Polish ASR speech datasets to date. We manually curated information on 53 publicly available datasets and annotated them with 61 attributes, providing a comprehensive catalog of these resources. The catalog facilitates the discovery and evaluation of available datasets, enabling researchers to identify datasets that suit their specific needs. It also enables the identification of gaps in the existing datasets, which may inform future research directions. The catalog is open and community-driven, which means that new data sets can be added and issues can be reported, ensuring its continued relevance and usefulness to the ASR community. Our work contributes to improving the accessibility and usability of ASR systems in low-resource languages such as Polish.
获取语音数据集对于在波兰语等低资源语言中有效使用现代 ASR 系统至关重要。然而,缺乏描述可用数据集的集中信息和元数据给研究人员和从业人员带来了巨大挑战。在本文中,我们通过提供迄今为止最全面的波兰语 ASR 语音数据集调查来解决这一问题。我们手动整理了 53 个公开可用数据集的信息,并为它们标注了 61 个属性,从而提供了这些资源的综合目录。该目录有助于发现和评估可用的数据集,使研究人员能够找到适合其特定需求的数据集。它还能发现现有数据集中的空白,为未来的研究方向提供参考。该目录是开放的,由社区驱动,这意味着可以添加新的数据集,也可以报告问题,从而确保其对 ASR 社区的持续相关性和实用性。我们的工作有助于提高波兰语等低资源语言 ASR 系统的可访问性和可用性。