rewire.itbenchmarks
Result

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

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statementOriginal source and locationReview and provenance
attributes.printed_value
78.5
Individual claims
BarcodeBERT: transformers for biodiversity analyses

Original source ↗

Table 1, BarcodeBERT (4–4-4) row, unseen-species genus-level 1-NN Acc (%) column

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558051+00:00

source checked

independent ai table review · 2026-09-16T10:38:57.558051+00:00

author reported

Audit details

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.

Field: attributes.printed_value

Claim: claim-b2-barcodebert-2026

Source artifact SHA-256: 493f9fe70b483780ba76d51ccf217d3ca83539c82b89917fd3ccebe2b6eb831d

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Extraction artifact SHA-256: 493f9fe70b483780ba76d51ccf217d3ca83539c82b89917fd3ccebe2b6eb831d

Extraction artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: source checked

1 source records and release historyDownload this release
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
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