Rules-Augmented GLM-5.1 Prompting for Four-Class Chest CT Protocol Selection
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Rule-augmented large language models (LLMs) may support radiology protocol selection, but their value in small, imbalanced local tasks remains uncertain. We evaluated whether GLM-5.1 prompting remained competitive with classical text classifiers for four-class... ...
