Latent profile analysis of 1,174 Reddit users identifies four self-stigma personas in PWUD; sequential classifiers reach macro-F1 0.74, but eight clinical experts rate generic LLM empathy higher than persona-conditioned responses despite the latter driving targeted shifts.
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , publisher =
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The paper formalizes three types of pluralistic AI models and three benchmark classes, arguing that current alignment techniques may reduce rather than increase distributional pluralism.
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Self-Stigma Is Not a Monolith, but Generic Empathy Is: Persona-Conditioned LLM Support for People Who Use Drugs
Latent profile analysis of 1,174 Reddit users identifies four self-stigma personas in PWUD; sequential classifiers reach macro-F1 0.74, but eight clinical experts rate generic LLM empathy higher than persona-conditioned responses despite the latter driving targeted shifts.