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Layer-wise Cross-Lingual Depression Detection from Speech: Analysis with Contrastive Alignment
Significant disparities exist in the diagnosis and clinical presentation of depression across different linguistic populations. Speech-based depression detection performs well monolingually, but cross-lingual generalization remains an open challenge. A key reason is that prior work uses segment-leve