Author

Jing-Wang Huang

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Preprint Aug 2026

M$^3$R-Bench: A Unified Benchmark for Evidence-Grounded Multimodal Metaphor Understanding

Metaphor enables the understanding of abstract concepts through cross-domain mappings while conveying affective attitudes. In multimodal scenarios, visual and textual information jointly construct Target--Source mappings, requiring both conceptual understanding and cross-modal reasoning. However, existing benchmarks ma...

Hongye Jiang, Junnan Zhu, Jing-Wang Huang et al. · 0 citations

Review Jul 2026

MentalHospital: A Virtual Environment for Evaluating Psychiatric Clinical Encounters

MentalHospital, a virtual evaluation environment for LLM-based psychiatric clinical encounters, and MentalEval, five domain-specific evaluators covering communication empathy, interviewing professionalism, clinical-note quality, diagnostic rigor, and treatment appropriateness, trained with rubric-grounded SFT and exper...

Yu-Ming Yang, Xiao Sun, Yuanwei Zou et al. · arXiv.org · 0 citations