Language proficiency is associated with neural representational dimensionality of semantic concepts

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-10-09 DOI:10.1016/j.bandl.2024.105485
Jingxian Zhang, Huiling Li, Jing Qu, Xiaoyu Liu, Xiaoxue Feng, Xin Fu, Leilei Mei
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Abstract

Previous studies suggest that semantic concepts are characterized by high-dimensional neural representations and that language proficiency affects semantic processing. However, it is not clear whether language proficiency modulates the dimensional representations of semantic concepts at the neural level. To address this question, the present study adopted principal component analysis (PCA) and representational similarity analysis (RSA) to examine the differences in representational dimensionalities (RDs) and in semantic representations between words in highly proficient (Chinese) and less proficient (English) language. PCA results revealed that language proficiency increased the dimensions of lexical representations in the left inferior frontal gyrus, temporal pole, inferior temporal gyrus, supramarginal gyrus, angular gyrus, and fusiform gyrus. RSA results further showed that these regions represented semantic information and that higher semantic representations were observed in highly proficient language relative to less proficient language. These results suggest that language proficiency is associated with the neural representational dimensionality of semantic concepts.
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语言能力与语义概念的神经表征维度有关。
以往的研究表明,语义概念具有高维神经表征的特点,而语言能力会影响语义处理。然而,语言能力是否会在神经水平上调节语义概念的维度表征,目前尚不清楚。为了解决这个问题,本研究采用主成分分析法(PCA)和表征相似性分析法(RSA)来研究高语言能力(汉语)和低语言能力(英语)的词汇在表征维度(RDs)和语义表征上的差异。PCA结果显示,语言能力提高了左侧额叶下回、颞极、颞下回、边际上回、角回和纺锤回的词汇表征维度。RSA 结果进一步表明,这些区域代表了语义信息,而且相对于语言水平较低的人,语言水平高的人语义表征更高。这些结果表明,语言能力与语义概念的神经表征维度有关。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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