Article

Retrieval-Augmented Medical Large Language Models

2024-10-22

Abstract excerpt

Biomedical large language models (LLMs) have made significant strides, but their reliance on external retrieval mechanisms presents challenges in accuracy and computational efficiency. To address these issues, we propose MedRAG-Refine, a generative LLM designed specifically for the biomedical domain. Our model integrates a two-stage fine-tuning process, incorporating a self-reflection mechanism to improve reasonin...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 9b93d8d3-f519-5a2e-8d87-5f9f821b64b3
DOI: 10.20944/preprints202410.1658.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Retrieval-Augmented Medical Large Language ModelsDOI 10.20944/preprints202410.1658.v1Read

Medical Large Language Models: Methods and ApplicationsSemantic proximity Read

Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented GenerationSemantic proximity Read

Me-LLaMA: Foundation Large Language Models for Medical ApplicationsSemantic proximity Read

Clinical Large Language Models with Multi-Stage Instruction Tuning and Advanced Retrieval-Augmented GenerationSemantic proximity Read

CLEVER: Clinical Large Language Model Evaluationby Expert ReviewSemantic proximity Read

Domain-Specific Fine-Tuning in a Retrieval-Augmented Generation Framework for Precision Geriatric Medical QASemantic proximity Read

Testing and Evaluation of Generative Large Language Models in Electronic Health Record Applications: A Systematic ReviewSemantic proximity Read

Revolutionizing Disease Diagnosis with Large Language Models: A Systematic ReviewSemantic proximity Read

Improving clinical expertise in large language models using electronic medical recordsSemantic proximity Read

Retrieval-Augmented Generation (RAG) in Healthcare: A Comprehensive ReviewSemantic proximity Read

TurkishMedLLM: A Source-Grounded and Safety-Aware Turkish Medical LLM for Clinical Decision Support and Digital Health ApplicationsSemantic proximity Read

Retrieval Augmented Generation for Large Language Models in Healthcare: A Systematic ReviewSemantic proximity Read