MetaHarmonizer: robust biomedical metadata harmonization and a contamination control for inflated LLM performance on public benchmarks.

Li C, Dhal A, Gravel-Pucillo K, Long K, Waters M, de Bruijn I, Davis S, Oh S

Open source

DOI
10.64898/2026.06.13.732088
Published
2026 Jun 17
Container
bioRxiv : the preprint server for biology
Publisher
Not recorded
Open access
yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.64898/2026.06.13.732088,
  title = {MetaHarmonizer: robust biomedical metadata harmonization and a contamination control for inflated LLM performance on public benchmarks.},
  author = {Li C and Dhal A and Gravel-Pucillo K and Long K and Waters M and de Bruijn I and Davis S and Oh S},
  year = {2026},
  journal = {bioRxiv : the preprint server for biology},
  doi = {10.64898/2026.06.13.732088},
  url = {https://doi.org/10.64898/2026.06.13.732088}
}

RIS

TY  - JOUR
TI  - MetaHarmonizer: robust biomedical metadata harmonization and a contamination control for inflated LLM performance on public benchmarks.
AU  - Li C
AU  - Dhal A
AU  - Gravel-Pucillo K
AU  - Long K
AU  - Waters M
AU  - de Bruijn I
AU  - Davis S
AU  - Oh S
PY  - 2026
JO  - bioRxiv : the preprint server for biology
DO  - 10.64898/2026.06.13.732088
UR  - https://doi.org/10.64898/2026.06.13.732088
ER  - 

APA

C, L., A, D., K, G., K, L., M, W., I, D. B., S, D., & S, O. (2026). MetaHarmonizer: robust biomedical metadata harmonization and a contamination control for inflated LLM performance on public benchmarks.. bioRxiv : the preprint server for biology. https://doi.org/10.64898/2026.06.13.732088

Source records