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Updated: Mar 6, 2026

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Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
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Enhancing pancreatic cancer staging with large language models: the role of retrieval-augmented generation
Hisashi Johno1, Yuki Johno2,3, Akitomo Amakawa4
1Department of Radiology, Faculty of Medicine, University of Yamanashi, 1110 Shimokato, Chuo, Yamanashi, Japan. johnoh@yamanashi.ac.jp.
Radiological Physics and Technology
|March 5, 2026
Abstract
No abstract available in PubMed .
Keywords:
Gemini 2.0 FlashLarge language model (LLM)NotebookLMPancreatic cancer stagingReliable external knowledge (REK)Retrieval-augmented generation (RAG)
