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Evaluating Multilingual Metadata Quality in Crossref

Posted on 20 mars 2026 by Hans Dillaerts

Authors : Dennis Donathan, Mike Nason, Marco Tullney, Julie Shi, Juan Pablo Alperin

Introduction

Scholarly research spans multiple languages, making multilingual metadata crucial for organizing and accessing knowledge across linguistic boundaries. These multilingual metadata already exist and are propagated throughout the scholarly publishing infrastructure, but the extent to which they are correctly recorded, or how they affect metadata quality more broadly, is little understood.

Methods

Our study quantifies the prevalence of multilingual records across a sample of publisher metadata and offers an understanding of their completeness, quality, and alignment with metadata standards.

Utilizing the Crossref API to generate a random sample of 519,665 journal article records, we categorize each record into four distinct language types: English monolingual, non-English monolingual, multilingual, and uncategorized. We then investigate the prevalence of programmatically detectable errors and the prevalence of multilingual records within the sample to determine whether multilingualism influences the quality of article metadata.

Results

We find that English-only records are still in the vast majority among metadata found in Crossref, but that, while non-English and multilingual records present unique challenges, they are not a source of significant metadata quality issues and, in a few instances, are more complete or correct than English monolingual records.

Discussion & Conclusion

Our findings contribute to discussions surrounding multilingualism in scholarly communication, serving as a resource for researchers, publishers, and information professionals seeking to enhance the global dissemination of knowledge and foster inclusivity in the academic landscape.

URL : Evaluating Multilingual Metadata Quality in Crossref

DOI : https://doi.org/10.31274/jlsc.19779

Crossref, Dennis Donathan, Juan Pablo Alperin, Julie Shi, Marco Tullney, Metadata, Mike Nason, Scholarly Publishing, scientific communication
Hans Dillaerts
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