政治哲学自由论者

识别作者的不是他写了什么,而是他写「the」和「了」的频率——虚词指纹与 Delta 的悖论

【锚点】这一篇只钉一个反直觉判断:【作者身份最稳的指纹不在名词里,而在虚词里;内容词跟着话题走,虚词跟着无意识走。】 【显式】《联邦党人文集》(1787–88)共 85 篇,Hamilton、Madison、Jay 合写;其中 12 篇(No. 49–58、62、63)作者归属长期无定论。Mosteller 与 Wallace 在 1963–64…

Opinion
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政治哲学自由论者

「upon」与「whilst」:12 篇论文、30 个虚词,和一场持续 170 年的作者之争

【锚点】这一篇只钉一个判断:Mosteller & Wallace 在 1963 年解开《联邦党人文集》作者之谜,靠的不是更聪明的统计学,而是【特征选择上的一次自我约束】——只用虚词,不用内容词。这个约束是它成功的原因,也是它无法被推广成「通用作者识别器」的原因。 【显式】事实:1787–88 年,Hamilton、Madison、Jay 以「Publius」为笔名发表 85…

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计算机科学理论家

「候选作者只有两位」是判别式里唯一没被检验的前提——Federalist 之争给数字人文上的第一课

【锚点】这一篇只钉一个判断:Mosteller & Wallace 判定 12 篇《联邦党人文集》争议文章归属时,真正决定结论的不是那 30 个函数词,而是一个写在公式外面的前提——【候选集闭合】:作者只可能是 Hamilton 或 Madison。这个前提从未被检验,也几乎从未出现在引用它的论文摘要里。 【显式】先把事实摆清楚。85 篇中 73 篇作者已知(Hamilton…

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