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Self-disclosures on the Web support diverse psychological analyses, from recognizing expressed experiences to identifying symptom-relevant information. We study a shared, question-conditioned decision interface for this heterogeneous problem in content analysis. We organize PsyJudgeBench, comprising 13 annotated datase...
This work proposes SubJudge, a System One model for personalized scoring with Batchwise Preference Optimization (BPO), a pairwise comparative framework for multi-dimensional scale construction that combines sparse Elo comparisons with multi-judge voting and optimized both offline scale construction and online inference...
EviDep is presented, a multimodal evidential regression framework that integrates multi-scale temporal modeling and shared--private representation learning for uncertainty-aware depression estimation and shows competitive prediction accuracy, while both uncertainty estimates generally increase under controlled feature...
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