CDE-Mapper combines query decomposition, ensemble retrieval, knowledge filtering, and LLM reranking, and reports top-1 accuracy gains over SapBERT, KRISS BERT, BioBERT-snomed, and PromptLink on clinical concept linking benchmarks.
Large language models in medicine
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CDE-Mapper: Using Retrieval-Augmented Language Models for Linking Clinical Data Elements to Controlled Vocabularies
CDE-Mapper combines query decomposition, ensemble retrieval, knowledge filtering, and LLM reranking, and reports top-1 accuracy gains over SapBERT, KRISS BERT, BioBERT-snomed, and PromptLink on clinical concept linking benchmarks.