论文标题

Poki:儿童的大量诗歌数据集

PoKi: A Large Dataset of Poems by Children

论文作者

Hipson, Will E., Mohammad, Saif M.

论文摘要

儿童语言研究对于改善我们对儿童健康的理解至关重要。特别是在确定影响幸福的因素时,焦虑的根源,情绪调节技术以及应对压力的机制。但是,由于缺乏大型儿童写的文本的可用性,这项研究的大部分受阻。我们提出了一个新的儿童写作文本Poki的语料库,其中包括大约6.2万首由1至12年级的儿童写的诗。Poki在研究儿童语言方面特别有用,因为它伴随着有关儿童年龄的信息(他们的成绩)。我们沿着几个情感维度(价,唤醒,主导)和离散情绪(愤怒,恐惧,悲伤,喜悦)分析了Poki中的单词。我们使用非参数回归来模拟从幼儿到青春期的发展差异。结果表明,价值降低,在青春期中期特别明显,而在青春期期间的唤醒和优势达到了峰值。还观察到情绪发展轨迹的性别差异。我们的结果支持并扩展了情绪发展研究的当前状态。

Child language studies are crucial in improving our understanding of child well-being; especially in determining the factors that impact happiness, the sources of anxiety, techniques of emotion regulation, and the mechanisms to cope with stress. However, much of this research is stymied by the lack of availability of large child-written texts. We present a new corpus of child-written text, PoKi, which includes about 62 thousand poems written by children from grades 1 to 12. PoKi is especially useful in studying child language because it comes with information about the age of the child authors (their grade). We analyze the words in PoKi along several emotion dimensions (valence, arousal, dominance) and discrete emotions (anger, fear, sadness, joy). We use non-parametric regressions to model developmental differences from early childhood to late-adolescence. Results show decreases in valence that are especially pronounced during mid-adolescence, while arousal and dominance peaked during adolescence. Gender differences in the developmental trajectory of emotions are also observed. Our results support and extend the current state of emotion development research.

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