构建青少年社交影响文本数据集,多视角标注助力研究网络说服与心理干预。
IMPACTeen: Intentions, Manipulation, Persuasion, Annotations, and Consequences in Teen Communication Dataset
- 通过约束式大模型生成+人工校验,构建1021条青少年语境下的社交影响文本。
- 每条文本经五类角色标注,共5100条标注记录,覆盖意图、技巧、后果等维度。
- 适合研究青少年心理、社交影响检测及跨语言模型训练的学者使用。
IMPACTeen 是一个涵盖青少年人际、媒体和数字场景中社交影响的文本数据集。包含1021条文本和5100个标注记录,每条文本由青少年、家长、心理学家、沟通专家和教师五类角色分别标注,提供社会影响技术的黄金标签。数据集通过约束式大模型生成,并经两阶段人工编辑与验证,确保青少年语境真实性。标注覆盖影响存在性、技巧、意图、后果、抵抗、反应及置信度等多个维度。该资源支持社交影响检测、标注者分歧分析、跨语言建模以及语言模型训练与评估。数据集最初以波兰语创建,同时提供对应英文版本。
原文摘要 · Abstract (English)
IMPACTeen is a dataset of textual social influence scenarios spanning interpersonal, media-based, and digital settings in an adolescent context. It contains 1,021 texts, 5,100 individual annotation records, and gold labels for social influence techniques, with each text annotated from five distinct perspectives: teenagers, parents, psychologists, communication experts, and teachers. The resource was constructed through constrained LLM generation, followed by a two-step human editing and validation phase aimed at ensuring youth-context realism. A multi-dimensional annotation covered influence presence, techniques, intentions, consequences, resistance, reactions, and annotation confidence. The dataset supports research on social influence detection, annotator disagreement, cross-lingual modeling, and the training and evaluation of language models. The dataset was created in Polish and is accompanied by a corresponding English version.
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