研究发现读者的标注习惯是持久特质而非临时状态。
Trait, Not State: The Durability of Reading Identity in Social Highlighting
- 用用户早期6个月标注行为建模,追踪长期稳定性
- 跨24个月仍保持显著识别优势,细粒度下无明显衰退
- 适合研究长期用户行为与个性化推荐系统
以往研究将个体差异归因于用户选择的内容,但仅做横断面分析。本文提出时间维度问题:读者的标注模式是特质还是状态?通过冻结每位用户前六个月的标注行为作为画像,跟踪其在后续不同时间段(最长24+个月)的选择表现,并以同一时期其他用户作为负样本对照,排除了数据漂移干扰。在粗粒度和细粒度两个层级上进行验证,细粒度层显示任意时间跨度下配对衰减均不显著(6-12月保留率R=1.00 [0.85, 1.18],n=212),最远时段与轻微衰退兼容;唯一区间不包含零的是粗粒度层12-24月,约下降13%。该信号不可归因于重复领域(排除所有画像来源后仍保留约90%)。个体内部变化缓慢(近期半段优于旧半段,+0.042)。前瞻性测试表明,即使基于用户最早20个月文档构建的个人画像,也能使其后续阅读预测准确率(AP)达到所有非个性化基线的约3倍。本文操作性定义‘特质’为持续互动下的稳定签名,研究对象为单一平台上的重度长期使用者,且曝光与选择不可分离。
原文摘要 · Abstract (English)
Prior work on a social web highlighter located individuality in selection -- which documents a person chooses to highlight -- but measured it cross-sectionally. We ask the temporal question: is a reader's selection signature a trait or a state? We freeze each reader's first six months of highlighting as a profile and track its own-vs-other advantage on their later selections at growing gaps (to 24+ months), with negatives drawn from the same calendar era -- so supply drift cannot masquerade as personal drift -- at a coarse global level and at a fine level whose negatives and controls come from the reader's own interest neighborhood; the anchor cell reproduces the prior cross-sectional level (+0.188 vs +0.169), validating the harness. Four results. Within the same users, the fine-layer advantage shows no statistically detectable paired decline at any horizon (6-12 month retention R = 1.00 [0.85, 1.18], n = 212; the farthest bin is compatible with a modest decline; the only contrast whose interval excludes zero is the coarse layer at 12-24 months, about 13%). The signal is not reducible to repeated domains (~90% survives excluding all profile sources). Within-person drift is slow (a recent-half profile beats the old half by +0.042). Prospectively, personal profiles -- even one built from a reader's earliest documents, median 20 months before evaluation -- rank their next reads at roughly 3x the AP of every simple non-personal prior tested. We use "trait" operationally (a stable signature under continued engagement); the scope is heavy, long-tenured readers of one platform, and exposure is not separable from choice.
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