78.5% accuracy
BarcodeBERT (4–4-4) · accuracy · DNA barcodes of unseen species
- Tested configuration
- BarcodeBERT (4–4-4)
- Task
- 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
- Coverage
- scored: unreported; eligible: unreported
- Uncertainty
- Not reported
- 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.
Reproduction
- Split
- 1-NN probe
- Adaptation
- Not reported
- Scoring implementation
- Not reported
No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.
Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.
Evidence
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
Evidence table
Inspect claims, sources and review details
Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.
One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.printed_value 78.5 Individual claims | BarcodeBERT: transformers for biodiversity analyses Table 1, BarcodeBERT (4–4-4) row, unseen-species genus-level 1-NN Acc (%) column Version: journal full text in PMC | source checked independent ai table review · 2026-09-16T10:38:57.558051+00:00 author reported Audit detailsResolved 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. Field: Claim: claim-b2-barcodebert-2026 Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record Extraction artifact SHA-256: |
Sources and history
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · Record review: source checked
1 source records and release history
- 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