用时间嵌入追踪19世纪文学隐喻的演变,发现其理解难度随时代和文体变化。
Metaphors' journeys across time and genre: tracking the evolution of literary metaphors with temporal embeddings
- 基于意大利语语料训练时序词向量,量化隐喻中喻体与本体的语义相似度变化。
- 隐喻理解难度在现代文学中上升,在网络非文学语境中下降,但整体跨世纪保持稳定。
- 语义特征如词向量一致性和邻域密度影响隐喻可理解性,揭示语言风格变迁机制。
隐喻是文学语言的独特特征,但相比日常隐喻,其实验研究仍较少。以往心理语言学与计算方法忽视了时间维度,而许多文学隐喻与当代读者相隔数个世纪。本研究创新性地运用历时分布语义学工具,评估文学隐喻的处理成本是否随时间与体裁变化。具体而言,我们在19世纪与21世纪的文学与非文学意大利语语料上训练词嵌入,共1.24亿词元,并建模515个19世纪文学隐喻的本体与喻体间语义相似度变化,以此作为隐喻处理需求的代理指标。总体而言,语义相似度及隐喻处理需求在跨世纪保持稳定;但体裁起关键作用:现代文学中的隐喻显得更难(本体-喻体相似度更低),而当今非文学语言(如网络文本)中的隐喻则更易理解(相似度更高),相较于19世纪非文学文本。这一模式进一步受隐喻个体词语语义特征影响,如向量一致性与语义邻域密度。这些发现与意大利语的整体语言变迁一致,如现代文学风格趋于简化,可能增加隐喻理解负担;而网络语言高度创造性,使隐喻更易被接受。
原文摘要 · Abstract (English)
Metaphors are a distinctive feature of literary language, yet they remain less studied experimentally than everyday metaphors. Moreover, previous psycholinguistic and computational approaches overlooked the temporal dimension, although many literary metaphors were coined centuries apart from contemporary readers. This study innovatively applies tools from diachronic distributional semantics to assess whether the processing costs of literary metaphors varied over time and genre. Specifically, we trained word embeddings on literary and nonliterary Italian corpora from the 19th and 21st centuries, for a total of 124 million tokens, and modeled changes in the semantic similarity between topics and vehicles of 515 19th-century literary metaphors, taking this measure as a proxy of metaphor processing demands. Overall, semantic similarity, and hence metaphor processing demands, remained stable over time. However, genre played a key role: metaphors appeared more difficult (i.e., lower topic-vehicle similarity) in modern literary contexts than in 19th-century literature, but easier (i.e., higher topic-vehicle similarity) in today's nonliterary language (e.g., the Web) than in 19th-century nonliterary texts. This pattern was further shaped by semantic features of metaphors' individual terms, such as vector coherence and semantic neighborhood density. Collectively, these findings align with broader linguistic changes in Italian, such as the stylistic simplification of modern literature, which may have increased metaphor processing demands, and the high creativity of the Web's language, which seems to render metaphor more accessible.
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