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Transformer-GAT is proposed, a hybrid framework that combines Transformer and the Graph Attention Network to enable cross-modal emotion understanding and effectively integrates multimodal features, balances global and local contexts, and provides deeper emotional insights, offering new directions for multimodal emotion...
SPAR-Hate is an auditor-guided multi-perspective role-reasoning framework for bilingual hate speech parsing that decomposes each document into local focus units, elicits evidence-grounded candidates from Victim, Moderator, and Cultural Bystander perspectives, resolves candidate conflicts under grounding and schema cons...
Survey-country metadata can improve an LLM's forecast of an individual response when informative, yet the same cue may redirect the forecast when assigned at random. A within-record audit tests whether disclosing a random label's uniform, record-independent origin reduces its country-directed uptake, and whether verifi...
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