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Written on Leaves or in Stones?: Computational Evidence for the Era of Authorship of Old Thai Prose

机译:写在树叶上还是石头上?:古老的泰国散文作者时代的计算证据

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摘要

We aim to provide computational evidence for the era of authorship of two important old Thai texts: Traiphumikatha and Ptimratchatham. The era of authorship of these two books is still an ongoing debate among Thai literature scholars. Analysis of old Thai texts present a challenge for standard natural language processing techniques, due to the lack of corpora necessary' for building old Thai word and syllable segmentation. We propose an accurate and interpretable model to classify each segment as one of the three eras of authorship (Sukhothai, Ayuddhya. or Rattanakosin) without sophisticated linguistic preprocessing. Contrary to previous hypotheses, our model suggests that both books were written during the Sukhothai era. Moreover, the second half of the Pumratchtham is uncharacteristic of the Sukhothai era, which may have confounded literary scholars in the past. Further, our model reveals that the most indicative linguistic changes stem from unidirectional gram-maticalized words and polyfunctional words, which show up as most dominant features in the model.
机译:我们的目的是为两个重要的古老泰语著作Traiphumikatha和Ptimratchatham的著作时代提供计算证据。这两本书的作者时代仍然是泰国文学学者之间不断争论的话题。由于缺乏建立旧泰文单词和音节分割所必需的语料库,对旧泰文文本的分析对标准自然语言处理技术提出了挑战。我们提出了一种准确且可解释的模型,将每个细分分类为作者身份的三个时代(素可泰,阿育陀耶或拉塔那哥辛)之一,而无需进行复杂的语言预处理。与先前的假设相反,我们的模型表明这两本书都是在素可泰时代写的。此外,普姆拉查姆(Pumratchtham)的后半段不属于素可泰时代,这在过去可能使文学学者感到困惑。此外,我们的模型表明,最具指示性的语言变化源于单向语法化词和多功能词,它们在模型中显示为最主要的特征。

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