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A TCM language model family comprising models with 4 billion, 8 billion, and 14 billion parameters is developed, demonstrating a scalable pathway from domain grounding and reasoning supervision to clinically oriented prescription decision support.
LingShu is presented, a large-scale symptom-centric contextualized knowledge graph designed to bridge TCM and modern biomedicine and developed a web platform that integrates graph visualization, graph-based reasoning, and an evidence-grounded knowledge question-answering agent.
TaxEL introduces Taxonomy-Guided Contrastive Sampling (TGCS), which systematically integrates both local ontology structure and global semantic similarity to generate informative positive and hard negative samples for each mention; and Structured Semantic Alignment Loss (SSAL), which enforces alignment between model pr...
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