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News/GraphRAG on Consumer Hardware: Benchmarking Local LLMs for Healthcare EHR Schema Retrieval
arxiv
PublishedMay 22, 2026 at 4:00 AM
—neutral

GraphRAG on Consumer Hardware: Benchmarking Local LLMs for Healthcare EHR Schema Retrieval

Source
arxiv.orgfull article ↗
Read on arxiv→
Publisher summary· verbatim

arXiv:2605.20815v1 Announce Type: cross Abstract: Graph-based Retrieval Augmented Generation (GraphRAG) extends retrieval-augmented generation to support structured reasoning over complex corpora, but its reliability under resource-constrained, privacy-sensitive deployments remains unclear. In healt

Models mentioned
01
  • 01meta-llama logo
    Llama-3.1-8B
    meta-llama/Llama-3.1-8B
    DL 643K+0.1%IN $0.10/Mtok
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Discussion
Mentioned models
04
  • 01
    Llama-3.1-8B
    meta-llama/Llama-3.1-8B
    0.6M dl
  • 02
    Mistral
  • 03
    Qwen 2.5
  • 04
    Phi-4-mini
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#healthcare#retrieval#generation#evaluation
Mentioned companies
01
Microsoft

No replies yet. Be first.

Mentioned models
04
  • 01
    Llama-3.1-8B
    meta-llama/Llama-3.1-8B
    0.6M dl
  • 02
    Mistral
  • 03
    Qwen 2.5
  • 04
    Phi-4-mini
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#healthcare#retrieval#generation#evaluation
Mentioned companies
01
Microsoft

Related coverage

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