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News/Evaluation design conditions the expert-vs-auto MeSH gap: a controlled comparison of bag-of-words and BiomedBERT on the Cohen benchmark
arxiv
PublishedJuly 27, 2026 at 4:00 AM
—neutral

Evaluation design conditions the expert-vs-auto MeSH gap: a controlled comparison of bag-of-words and BiomedBERT on the Cohen benchmark

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

arXiv:2607.21685v1 Announce Type: new Abstract: A systematic review begins with someone reading thousands of abstracts to identify the few that are relevant, and classifiers are used to prioritise that reading. Their inputs are often augmented with Medical Subject Headings (MeSH), assigned either by

Models mentioned
01
  • 01dmis-lab logo
    biobert-v1.1
    dmis-lab/biobert-v1.1
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Discussion
Mentioned models
02
  • 01
    biobert-v1.1
    dmis-lab/biobert-v1.1
  • 02
    bag-of-words logistic regression
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arxiv
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Tags
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#benchmark#evaluation#classification#nlp

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Mentioned models
02
  • 01
    biobert-v1.1
    dmis-lab/biobert-v1.1
  • 02
    bag-of-words logistic regression
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#benchmark#evaluation#classification#nlp

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