构建女性主导的触发性故事数据集TWeddit,助力心理安全研究。
TWeddit : A Dataset of Triggering Stories Predominantly Shared by Women on Reddit
- 人工标注Reddit上女性分享的创伤经历,覆盖流产、性暴力等主题。
- 数据集含数千条长文本,经分析具独特话题与道德取向特征。
- 适合研究社交媒体心理影响、内容安全与伦理算法的学者使用。
本文提出一个精心构建的Reddit数据集TWeddit,聚焦于女性用户分享的以流产、性暴力等为核心议题的触发性经历。在公共平台如Reddit上,用户可发布长达40,000字符的详细叙事,但许多内容缺乏手动触发警告,易对幸存者造成二次伤害。由于现有标注数据稀缺,本研究通过人工标注方式收集并整理了大量此类故事。语言学分析表明,这些被标注的故事在主题分布与道德基础方面具有显著特征,为未来关于情感表达、社会支持、内容安全及伦理算法的研究提供了重要资源。
原文摘要 · Abstract (English)
Warning: This paper may contain examples and topics that may be disturbing to some readers, especially survivors of miscarriage and sexual violence. People affected by abortion, miscarriage, or sexual violence often share their experiences on social media to express emotions and seek support. On public platforms like Reddit, where users can post long, detailed narratives (up to 40,000 characters), readers may be exposed to distressing content. Although Reddit allows manual trigger warnings, many users omit them due to limited awareness or uncertainty about which categories apply. There is scarcity of datasets on Reddit stories labeled for triggering experiences. We propose a curated Reddit dataset, TWeddit, covering triggering experiences related to issues majorly faced by women. Our linguistic analyses show that annotated stories in TWeddit express distinct topics and moral foundations, making the dataset useful for a wide range of future research.
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