CLAIJun 15

IMPACTeen: Intentions, Manipulation, Persuasion, Annotations, and Consequences in Teen Communication Dataset

arXiv:2606.1691010.8
Predicted impact top 87% in CL · last 90 daysOriginality Synthesis-oriented
AI Analysis

For researchers studying social influence in communication, this dataset offers a multi-perspective resource, though it is domain-specific and incremental.

IMPACTeen provides a dataset of 1,021 social influence scenarios in adolescent contexts, annotated from five perspectives, to support research on social influence detection and language model evaluation.

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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