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Mengyue Wu

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Review Jul 2026

Towards High-Level Semantic Intelligence

This survey systematically survey existing research on HLS tasks, including humor, sarcasm, metaphor, empathy, persuasion, narrative, and other general HLS phenomena, across text, speech, vision, and multimodal scenarios.

Xiujie Song, Ge-Fei Yang, Yi-Ning You et al. · 0 citations
Open access Jul 2026

PsyEval: a comprehensive large language model evaluation benchmark for mental health.

This work introduces PsyEval, a benchmark specifically designed to evaluate LLMs in mental health-related tasks across three core dimensions: knowledge, diagnosis, and emotional support, and reveals considerable gaps in LLMs' current ability to reason accurately and respond appropriately in mental health contexts.

Haoan Jin, Siyuan Chen, Dilawaier Dilixiati et al. · 0 citations

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