Author

Jiang Zhong

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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 expert-guided DPO are introduced.

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

Preprint Aug 2026

GeoForge: Non-Parametric Self-Evolving Agents for Earth-Observation Reasoning

GeoForge is a training-free, self-evolving framework that transforms completed trajectories into a structured nonparametric execution state, and consistently improves both task accuracy and tool-use trajectory quality across diverse LLM backbones, while substantially reducing tool-planning and reasoning errors for most LLMs.

Xin Xiao, Jiang Zhong, Junnan Zhu et al. · 0 citations