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School of Computer Science, Chongqing University, Chongqing, China
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LLMs fall short of clinician performance in psychiatric evaluations, trailing by over 37 percentage points in objective competence.
Even state-of-the-art language models struggle significantly in real-world tasks, exposing critical shortcomings in their deployment readiness.
PEPA achieves superior structural continuity in curvilinear segmentation with minimal additional parameters, outperforming traditional methods in topological connectivity.
