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Languages cool as they expand: Allometric scaling and the decreasing need for new words

机译:语言随着扩展而变酷:异形缩放和对新单词的需求减少

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摘要

We analyze the occurrence frequencies of over 15 million words recorded in millions of books published during the past two centuries in seven different languages. For all languages and chronological subsets of the data we confirm that two scaling regimes characterize the word frequency distributions, with only the more common words obeying the classic Zipf law. Using corpora of unprecedented size, we test the allometric scaling relation between the corpus size and the vocabulary size of growing languages to demonstrate a decreasing marginal need for new words, a feature that is likely related to the underlying correlations between words. We calculate the annual growth fluctuations of word use which has a decreasing trend as the corpus size increases, indicating a slowdown in linguistic evolution following language expansion. This “cooling pattern” forms the basis of a third statistical regularity, which unlike the Zipf and the Heaps law, is dynamical in nature.
机译:我们分析了过去两个世纪以七种不同语言出版的数百万本书中记录的1500万个单词的出现频率。对于数据的所有语言和按时间顺序排列的子集,我们确认两个定标机制描述了词频分布,只有更常见的词服从了经典的Zipf定律。使用规模空前的语料库,我们测试了语料库大小与正在生长的语言的词汇量之间的异形缩放比例关系,以证明对新单词的边际需求正在减少,这一特征可能与单词之间的潜在相关性有关。我们计算了单词使用量的年度增长波动,该波动随着语料库大小的增加而呈下降趋势,这表明随着语言扩展,语言发展的放缓。这种“冷却模式”构成了第三统计规律的基础,这与Zipf和Heaps定律不同,它本质上是动态的。

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