arXiv:2509.12999cs.AIcs.LG2025-09

不同媒介的文本结构遵循不同规律,成功依赖特定结构约束。

Data-driven Methods of Extracting Text Structure and Information Transfer

  • 用功能块序列表征文本,分析转移顺序与位置的收敛性
  • 小说按逆AKP原则有序,学术论文有序但位置杂乱
  • 适合跨媒介文本分析、内容生成与结构研究者阅读

安娜·卡列尼娜原理(AKP)认为成功需满足少数关键条件,而失败形式多样。本文在小说、在线百科、学术论文和电影中检验AKP及其反向、有序与噪声模式。文本被表示为功能块序列,通过转移顺序与位置的收敛性评估结构规律。结果表明:小说在顺序上符合逆AKP,维基百科融合AKP与有序模式,学术论文在顺序上呈逆AKP但位置保持噪声,电影则因类型而异。说明成功依赖于各媒介特有的结构约束,失败则在不同领域呈现各异形态。

原文摘要 · Abstract (English)

The Anna Karenina Principle (AKP) holds that success requires satisfying a small set of essential conditions, whereas failure takes diverse forms. We test AKP, its reverse, and two further patterns described as ordered and noisy across novels, online encyclopedias, research papers, and movies. Texts are represented as sequences of functional blocks, and convergence is assessed in transition order and position. Results show that structural principles vary by medium: novels follow reverse AKP in order, Wikipedia combines AKP with ordered patterns, academic papers display reverse AKP in order but remain noisy in position, and movies diverge by genre. Success therefore depends on structural constraints that are specific to each medium, while failure assumes different shapes across domains.

文本结构跨媒介分析语言模型

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