The Frankfurt Latin Lexicon:从形态扩展和词嵌入到SemioGraphs
The Frankfurt Latin Lexicon: From Morphological Expansion and Word Embeddings to SemioGraphs
摘要:
在这篇文章中,我们提出了法兰克福拉丁语词典(FLL),一个词汇资源中世纪拉丁语,用于拉丁语文本的词形化和词形化的后期编辑。我们描述了lemmatizers的发展,并测试他们对Capitularies语料库(包括法兰克皇家法令,6世纪中期至9世纪中期),语料库创建作为处理中世纪拉丁语的参考最近的进展。我们还考虑使用有限的众包过程,旨在不断审查和更新的FLL的lemmatizations后校正。从这个词形还原过程产生的文本开始,我们描述了通过词嵌入的FLL的扩展,通过符号图的交互式遍历完成了数字增强的解释循环。通过这种方式,本文主张对词形化有一个更全面的理解,包括经典的机器学习以及智能后校正,特别是基于底层词汇资源的图形表示的解释过程形式的人类计算。
英文摘要:
In this article we present the Frankfurt Latin Lexicon (FLL), a lexical resource for Medieval Latin that is used both for the lemmatization of Latin texts and for the post-editing of lemmatizations. We describe recent advances in the development of lemmatizers and test them against the Capitularies corpus (comprising Frankish royal edicts, mid-6th to mid-9th century), a corpus created as a reference for processing Medieval Latin. We also consider the post-correction of lemmatizations using a limited crowdsourcing process aimed at continuous review and updating of the FLL. Starting from the texts resulting from this lemmatization process, we describe the extension of the FLL by means of word embeddings, whose interactive traversing by means of SemioGraphs completes the digital enhanced hermeneutic circle. In this way, the article argues for a more comprehensive understanding of lemmatization, encompassing classical machine learning as well as intellectual post-corrections and, in particular, human computation in the form of interpretation processes based on graph representations of the underlying lexical resources.
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