paper
2026
Benchmarks, datasets & evaluation
Position or perspective paper
Colorado State University (incl. CIRA)NSF NCAR / UCARNOAA (incl. GFDL, PSL, GSL, NCEP/EMC) Journal
2026-03-20
055
Mar 2026
M. D. Abel, Alexander J. Thompson, E. D. Gutmann et al.
Bulletin of the American Meteorological Society
Colorado State University (incl. CIRA), NSF NCAR / UCAR, NOAA (incl. GFDL, PSL, GSL, NCEP/EMC)
Essay arguing reanalysis should be reserved for assimilation-based datasets, since ML models trained on loosely defined reanalyses can inherit flaws.
Benchmarks, datasets & evaluation
Reanalyses in the Age of Machine Learning: Why Dataset Curation Matters Now More than Ever
In one sentence. Essay arguing reanalysis should be reserved for assimilation-based datasets, since ML models trained on loosely defined reanalyses can inherit flaws.
Labels
- Topic
- Benchmarks, datasets & evaluation
- Type
- Position or perspective paper
- Domain
- Global
- Data
- ERA5 / reanalysis
- Status
- Research
- Identifiers
- DOI:10.1175/bams-d-25-0149.1 OpenAlex:W7139111677
- Added
- 2026-10-22
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