首个阿拉伯语语法错误解释分类体系,支持精准纠错与大模型评估
ArabiGEE: A Hierarchical Taxonomy for Arabic Grammatical Error Explanation

- 构建涵盖拼写、形态、句法、词汇的分层错误分类体系
- 包含27类错误、140种修正方式和324条解释,覆盖主流语法问题
- 可直接用于评估大模型在阿拉伯语纠错中的解释能力
我们提出ArabiGEE,首个基于明确错误类型的阿拉伯语语法错误解释(GEE)分类体系。不同于现有方法将解释视为自由文本,ArabiGEE通过涵盖拼写、形态、句法和词汇维度的分层结构组织语法解释。该分类体系包含27类错误类型、140种修正方式及324条对应解释。我们将ArabiGEE应用于现有阿拉伯语语法错误修正语料的部分手动标注,并展示了结构化解释如何支持大语言模型在阿拉伯语GEE任务上的自动评估。代码与数据已公开。
原文摘要 · Abstract (English)
We introduce ArabiGEE, the first comprehensive Arabic grammatical error explanation (GEE) taxonomy grounded in explicit error types. Unlike existing GEE approaches that treat explanation generation as free-form text, ArabiGEE organizes grammatical explanations through a hierarchical structure spanning orthographic, morphological, syntactic, and lexical dimensions. The taxonomy consists of 27 error types, 140 correction types, and 324 associated explanations. We apply ArabiGEE to manually annotate portions of existing Arabic grammatical error correction corpora and demonstrate how structured grammatical explanations can support automatic evaluation of LLMs on Arabic GEE. Our code and data are publicly available.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。