Institute of Polish Language, Polish Academy of Sciences, Krakow, Poland.
University of Tartu, Tartu, Estonia.
PLoS One. 2022 Apr 12;17(4):e0266556. doi: 10.1371/journal.pone.0266556. eCollection 2022.
Recent advances in cultural analytics and large-scale computational studies of art, literature and film often show that long-term change in the features of artistic works happens gradually. These findings suggest that conservative forces that shape creative domains might be underestimated. To this end, we provide the first large-scale formal evidence of the association between poetic meter and semantics in 18-19th century European literatures, using Czech, German and Russian collections with additional data from English poetry and early modern Dutch songs. Our study traces this association through a series of unsupervised classifications using the abstracted semantic features of poems that are inferred for individual texts with the aid of topic modeling. Topics alone enable recognition of the meters in each observed language, as may be seen from the same-meter samples clustering together (median Adjusted Rand Index between 0.48 and 1 across traditions). In addition, this study shows that the strength of the association between form and meaning tends to decrease over time. This may reflect a shift in aesthetic conventions between the 18th and 19th centuries as individual innovation was increasingly favored in literature. Despite this decline, it remains possible to recognize semantics of the meters from past or future, which suggests the continuity in meter-meaning relationships while also revealing the historical variability of conditions across languages. This paper argues that distinct metrical forms, which are often copied in a language over centuries, also maintain long-term semantic inertia in poetry. Our findings highlight the role of the formal features of cultural items in influencing the pace and shape of cultural evolution.
近年来,文化分析学和针对艺术、文学及电影的大规模计算研究取得了诸多进展,这些进展常常表明,艺术作品特征的长期变化是逐渐发生的。这些发现表明,塑造创意领域的保守力量可能被低估了。为此,我们首次提供了大规模的实证证据,证明了 18 至 19 世纪欧洲文学中诗歌格律和语义之间的关联,所用数据来自捷克语、德语和俄语作品,以及英语诗歌和早期现代荷兰歌曲的额外数据。我们的研究通过使用诗歌抽象语义特征的无监督分类来追踪这种关联,这些特征是借助主题建模为单个文本推断出来的。仅主题就可以识别出每种观察到的语言中的格律,正如同格律的样本聚类在一起(传统之间的中位数调整兰德指数在 0.48 到 1 之间)所表明的那样。此外,这项研究表明,形式与意义之间的关联强度往往随时间推移而减弱。这可能反映了 18 世纪和 19 世纪之间审美规范的转变,因为个人创新在文学中越来越受到青睐。尽管这种下降趋势依然存在,但仍有可能从过去或未来的格律中识别出语义,这表明在格律-意义关系上具有连续性,同时也揭示了语言之间条件的历史可变性。本文认为,在几个世纪中经常在一种语言中复制的独特格律形式,在诗歌中也保持着长期的语义惯性。我们的研究结果强调了文化物品的形式特征在影响文化进化的速度和形态方面的作用。