QureRadEmbed: Structuring Radiological Similarity through Attribute and Reasoning Supervision
QureRadEmbed is introduced, a 4B radiology-aware encoder trained with two complementary signals: RadSim supplies deterministic, attribute-decomposed ranking targets, while RadThought aligns reports with hierarchical evidence and reasoning descriptions, which support reusable radiology-aware representations for search,...