Author

E. Ryumina

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Open access Aug 2026

ExPAM: Explainable Personality Assessment Method Using Heterogeneous Linguistic Features and Off-the-Shelf LLMs

ExPAM is a novel Explainable Personality Assessment Method that combines hybrid feature fusion with in-context learning in off-the-shelf LLMs to predict Big Five PTs from text and shows competitive performance compared with multi-task models on the ChaLearn First Impressions v2 corpus and single-task models on the PAND...

E. Ryumina, D. Ryumin, Maxim Markitantov et al. · Big Data and Cognitive Compu... · 0 citations

Open access 2026

MM-PSYCHE: Multimodal Multitask Psychological Characteristic Estimation Through Cross-Domain Semi-Supervised Learning

MM-PSYCHE is introduced, a framework that unifies heterogeneous single-task corpora through cross-domain semi-supervised learning (SSL) with GradNorm-based adaptive task weighting and demonstrates that cross-domain SSL is useful for fragmented multimodal corpora with heterogeneous psychological annotations.

E. Ryumina, A. Axyonov, D. Koryakovskaya et al. · IEEE Access · 0 citations