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Zhang, L.; Lu, W.; Yang, J.: LAGOS-AND : a large gold standard dataset for scholarly author name disambiguation (2023)
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- Abstract
- In this article, we present a method to automatically build large labeled datasets for the author ambiguity problem in the academic world by leveraging the authoritative academic resources, ORCID and DOI. Using the method, we built LAGOS-AND, two large, gold-standard sub-datasets for author name disambiguation (AND), of which LAGOS-AND-BLOCK is created for clustering-based AND research and LAGOS-AND-PAIRWISE is created for classification-based AND research. Our LAGOS-AND datasets are substantially different from the existing ones. The initial versions of the datasets (v1.0, released in February 2021) include 7.5 M citations authored by 798 K unique authors (LAGOS-AND-BLOCK) and close to 1 M instances (LAGOS-AND-PAIRWISE). And both datasets show close similarities to the whole Microsoft Academic Graph (MAG) across validations of six facets. In building the datasets, we reveal the variation degrees of last names in three literature databases, PubMed, MAG, and Semantic Scholar, by comparing author names hosted to the authors' official last names shown on the ORCID pages. Furthermore, we evaluate several baseline disambiguation methods as well as the MAG's author IDs system on our datasets, and the evaluation helps identify several interesting findings. We hope the datasets and findings will bring new insights for future studies. The code and datasets are publicly available.
- Date
- 22. 1.2023 18:40:36
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Hoffman, G.L.; Snow, K.: Cataloging and classification : back to basics: introduction (2021)
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Morris, V.: Automated language identification of bibliographic resources (2020)
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- Date
- 2. 3.2020 19:04:22
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Preminger, M.; Rype, I.; Ådland, M.K.; Massey, D.; Tallerås, K.: ¬The public library metadata landscape : the case of Norway 2017-2018 (2020)
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Schwarz, S.: Kompetenzvermittlung digital : how to ... RDA? : Konzeption eines digitalen Lernangebots an der Universitäts- und Stadtbibliothek Köln (2021)
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- K
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Lackner, K.; Schilhan, L.: ¬Der Einzug der EDV im österreichischen Bibliothekswesen am Beispiel der Universitätsbibliothek Graz (2022)
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Alker-Windbichler, S.; Bauer, K.-H.; Bruckner, W.; Cerny, N.; Kiegler-Griensteidl, M.; Labner, J.: Exemplarspezifische Erschließung im Österreichischen Bibliothekenverbund : Ergebnisse einer Arbeitsgruppe der Zentralen Redaktion (2022)
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Kyprianos, K.; Lolou, E.; Efthymiou, F.: Cataloging quality and the views of catalogers in Hellenic academic libraries (2022)
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Das, S.; Paik, J.H.: Gender tagging of named entities using retrieval-assisted multi-context aggregation : an unsupervised approach (2023)
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- Date
- 22. 3.2023 12:00:14
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Menzel, S.; Schnaitter, H.; Zinck, J.; Petras, V.; Neudecker, C.; Labusch, K.; Leitner, E.; Rehm, G.: Named Entity Linking mit Wikidata und GND : das Potenzial handkuratierter und strukturierter Datenquellen für die semantische Anreicherung von Volltexten (2021)
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Kyprianos, K.; Efthymiou, F.; Kouis, D.: Students' perceptions on cataloging course (2022)
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Kim, J.(im); Kim, J.(enna): Effect of forename string on author name disambiguation (2020)
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- Date
- 11. 7.2020 13:22:58
