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arXiv cs.CL· Thomas Compton·· 11 小时前AI 评分5

被 arXiv 撤稿:用 BERTopic 比较 Boot and Shoe Union 与 Unite Community 的社区工会主义

Service, Solidarity, and Self-Help: A Comparative Topic Modeling Analysis of Community Unionism in the Boot and Shoe Union and Unite Community

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该论文已被 arXiv Admin 撤稿,理由是未达到 arXiv 的研究内容质量标准。原研究用 BERTopic 主题建模与 cTF-IDF 加权,比较 1920 年代 National Boot and Shoe Union 与 2010s–2020s Unite Community 的社区工会主义话语。

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Abstract:This paper presents a comparative analysis of community unionism (CU) in two distinct historical and organizational contexts: the National Boot and Shoe Union (B\&S) in the 1920s and Unite Community in the 2010s--2020s. Using BERTopic for thematic modeling and cTF-IDF weighting, alongside word frequency analysis, the study examines the extent to which each union's discourse aligns with key features of CU -- such as coalition-building, grassroots engagement, and action beyond the workplace. The results reveal significant differences in thematic focus and discursive coherence. While Unite Community demonstrates stronger alignment with outward-facing, social justice-oriented themes, the B\&S corpus emphasizes internal administration, industrial relations, and member services -- reflecting a more traditional, servicing-oriented union model. The analysis also highlights methodological insights, demonstrating how modern NLP techniques can enhance the study of historical labor archives. Ultimately, the findings suggest that while both unions engage with community-related themes, their underlying models of engagement diverge significantly, challenging assumptions about the continuity and universality of community unionism across time and sector.
Comments: arXiv admin note: This submission has been withdrawn because it does not meet arXiv's research content quality standards
Subjects: Computation and Language (cs.CL)
Cite as: arXiv:2509.01529 [cs.CL]
  (or arXiv:2509.01529v2 [cs.CL] for this version)
  https://doi.org/10.48550/arXiv.2509.01529

arXiv-issued DOI via DataCite

Submission history

From: arXiv Admin [view email]
[v1] Mon, 1 Sep 2025 15:02:50 UTC (503 KB)
[v2] Thu, 29 Oct 2026 19:48:43 UTC (1 KB) (withdrawn)

来源:arXiv cs.CL · arxiv.org