AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Large language models have advanced medical reasoning, but clinically grounded reasoning in traditional Chinese medicine (TCM) remains challenging because prescription decisions require integrating domain knowledge, syndrome differentiation, treatment principles, herbal prescription composition, and dosage determinatio...
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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