78.5% accuracy
BarcodeBERT (4–4-4) · accuracy · DNA barcodes of unseen species
- Tested model
- BarcodeBERT (4–4-4)
- Task or benchmark
- unseen-species genus classification
- Dataset
- DNA barcodes of unseen species
- Procedure
- genus-level nearest-neighbor probe on species unseen in training
- Evaluation
- BarcodeBERT (4–4-4): unseen-species genus classification
- Evidence
- Author-reported evaluation · source checkedBarcodeBERT: transformers for biodiversity analyses · Table 1, BarcodeBERT (4–4-4) row, unseen-species genus-level 1-NN Acc (%) column
A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: needs review. Source checked does not mean independently reproduced.
Evaluation results
Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| BarcodeBERT (4–4-4): unseen-species genus classification Model: BarcodeBERT (4–4-4) · Benchmark: unseen-species genus classification · Dataset: DNA barcodes of unseen species genus-level nearest-neighbor probe on species unseen in training Author-reported evaluation · Evaluation metadata: needs review | ||
| 78.5% accuracy Unit: percent · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedBarcodeBERT: transformers for biodiversity analyses · Table 1, BarcodeBERT (4–4-4) row, unseen-species genus-level 1-NN Acc (%) column Source checking is not independent reproduction. |
Sources and history
Release 2026-09-16-d74d282221a9 · Record review: source checked
- BarcodeBERT: transformers for biodiversity analyses · Original source · journal full text in PMC
Technical metadata and extraction receipts
Stable ID: b2-barcodebert-2026
- areas
- dna-genomes
- tasks
- unseen-species genus classification
- printed value
- 78.5
- numeric value
- 78.5
- metric
- accuracy
- metric direction
- unknown
- unit
- percent
- uncertainty
- Not reported
- source locator
- Table 1, BarcodeBERT (4–4-4) row, unseen-species genus-level 1-NN Acc (%) column
- review
- method: independent_ai_table_review; reviewer: Codex secondary table review; reviewed at: 2026-09-16T10:38:57.558051+00:00; notes: Resolved the two-level column header: Acc (%) falls under genus-level 1-NN probe of unseen species, not seen-species classification or BIN reconstruction. BarcodeBERT (4–4-4) has 78.5 in this cell.; evidence: Original PMC XML table headers, row groups and caption inspected; printed value 78.5.; artifact sha256: 493f9fe70b483780ba76d51ccf217d3ca83539c82b89917fd3ccebe2b6eb831d; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC13008329/fullTextXML
- legacy id
- b2-barcodebert-2026
- legacy row
- id: b2-barcodebert-2026; paper id: barcodebert-2026; domain id: dna-genomes; task: unseen-species genus classification; model: BarcodeBERT (4–4-4); model version: 4–4–4; dataset: DNA barcodes of unseen species; dataset version: Not reported; split: 1-NN probe; metric: accuracy; value: 78.5; unit: percent; uncertainty: Not reported; protocol: genus-level nearest-neighbor probe on species unseen in training; source locator: Table 1, BarcodeBERT (4–4-4) row, unseen-species genus-level 1-NN Acc (%) column; source url: https://pmc.ncbi.nlm.nih.gov/articles/PMC13008329/; evaluation origin: author_reported; reviewed utc: 2026-09-15T23:33:26Z
- missing metadata
- dataset version: not_reported_in_legacy_extract; uncertainty: not_reported_in_legacy_extract