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Distinct model capabilities reveal that relational context significantly influences mental health assessments, with Claude-3-Haiku and GPT-4o leading in classification and trigger detection, respectively.
Manipulative betting ads on social media are not just misleading; they can significantly harm users' mental well-being, and our new dataset equips researchers to combat this issue effectively.