论文标题

通过karstology域中的单词嵌入来实现专业形容词的双语方法

A bilingual approach to specialised adjectives through word embeddings in the karstology domain

论文作者

Simeunović, Larisa Grčić, Martinc, Matej, Vintar, Špela

论文摘要

我们提出了提取形容词的实验,该实验使用单词嵌入来表达特定的语义关系。然后,对实验的结果进行彻底分析,并将其分类为表现出形式或语义相似性的形容词组。使用“术语”项目中开发的数据集和方法对karstology领域的英语和克罗地亚人进行了实验和分析。本文的主要原始贡献是双重的:首先,提出了一种提取与术语相关的语义相关单词的新方法,其次,对输出提供了详细的评估,以便我们更好地理解域特异性语义结构,以及一方面的类型,以及通过embeddings inters of enters empeddings提取的相似性。

We present an experiment in extracting adjectives which express a specific semantic relation using word embeddings. The results of the experiment are then thoroughly analysed and categorised into groups of adjectives exhibiting formal or semantic similarity. The experiment and analysis are performed for English and Croatian in the domain of karstology using data sets and methods developed in the TermFrame project. The main original contributions of the article are twofold: firstly, proposing a new and promising method of extracting semantically related words relevant for terminology, and secondly, providing a detailed evaluation of the output so that we gain a better understanding of the domain-specific semantic structures on the one hand and the types of similarities extracted by word embeddings on the other.

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