arXiv:2607.21255cs.CLcs.AI2026-07中稿 · publication in the…

构建首个大规模希腊语非标准语言资源,揭示俚语的社交与语言特征。

slang.gr as a Large-Scale Crowdsourced Resource for Non-Standard Greek

论文配图:slang.gr as a Large-Scale Crowdsourced Resource for Non-Standard Greek
图 1 · 摘自论文原文
  • 通过众包数据建立结构化分类体系,整合标签与用户行为。
  • 发现俚语以人物和评价性表达为主,形态创造性强,用户参与高度不均。
  • 提出基于社区角色的定义可信度评分,适用于社会语言学与大模型偏见研究。

我们首次对 slang.gr——一个由用户生成的希腊语非标准语言词典——进行大规模计算分析,融合词汇内容、用户标签与互动数据。为实现系统性研究,将杂乱的用户标签映射到包含语义类别与社会语言学元数据的多层结构化分类体系。利用该表示,分析希腊语俚语的语言结构与贡献者社区行为,发现俚语高度聚焦于人物相关与评价性表达,表现出强形态创造力,且用户参与呈高度不均分布,生命周期短,社群重叠明显。在此基础上,提出一种基于社区的定义可信度评分,整合用户角色、交互模式与审核信号。结果表明,基于分类体系的表示在保持行为结构意义的同时提升可解释性,使可信度信号分析更结构化。本工作确立 slang.gr 作为非标准希腊语的计算资源,为社会语言学自然语言处理、偏见分析及大模型中非正式语言研究奠定基础。

原文摘要 · Abstract (English)

Slang is a central component of everyday language, reflecting linguistic creativity, social identity, and cultural change, yet its dy- namic and non-standard nature makes it difficult to model computationally. We present the first large-scale computational study of slang.gr, a crowdsourced lexicon of Greek non-standard language, combining lexical content, user-generated tags, and interaction data. To enable the systematic analysis, we map noisy folksonomic tags to a structured multi-layer taxonomy capturing both semantic categories and sociolinguistic metadata. Using this representation, we analyze the linguistic structure of Greek slang and the behavior of its contributor community. We find that slang is strongly centered on person-related and evaluative language, exhibits high morphological creativity, and is shaped by highly skewed participation with short user lifespans and overlapping communities. Building on these signals, we introduce a community-based confidence score for definitions that integrates user roles, interaction patterns, and moderation signals. Our results show that taxonomy-based representations improve interpretability while retaining meaningful aspects of behavioral structure, enabling a more structured and interpretable analysis of confidence signals. Overall, this work establishes slang.gr as a computational resource for non-standard Greek and provides a foundation for sociolinguistic NLP, bias analysis, and the study of informal language in LLMs.

社会语言学非标准语言众包数据可信度评分

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