Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings) of DNABERT-2, frozen embeddings, max, all tokens pooling, 1-NN (Bůžková et al. 2026) on RVDB C-RVDB v31.0 primary dataset, 33 refined classes
0.72 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
Methods
- Tested configuration
- DNABERT-2, frozen embeddings, max, all tokens pooling, 1-NN (Bůžková et al. 2026)
- Protocol
- RVDB 33-class viral classification by nearest-neighbour retrieval over frozen embeddings (Bůžková et al. 2026 Table 3)
- Dataset
- RVDB C-RVDB v31.0 primary dataset, 33 refined classes
- Procedure
- RVDB 33-class viral classification by nearest-neighbour retrieval over frozen embeddings (Bůžková et al. 2026 Table 3)
- Evaluation
- DNABERT-2, max, all tokens pooling, on the RVDB 33-class dataset
- Coverage
- Not reported scored / Not reported eligible
- Uncertainty
- Not reported by the source
- Evidence
- Independent external evaluation · source checkedAnalyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-2', row 'Max, all tokens'
A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.
Reproduction
- Split
- 350 indexed and 150 queried sequences per class
- Adaptation
- None: frozen weights, max, all tokens pooling, 1-NN over the indexed training embeddings
- Scoring implementation
- Accuracy over test sequences
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 |
|---|---|---|
| Reported result 0.7198 Individual claims | Analyzing Genomic Foundation Models for Viral Sequence Identification Table 3, column 'DNABERT-2', row 'Max, all tokens' Version: bioRxiv v1, posted 2026-09-28 | source checked ["source-hash-verification","pdf-text-parse","independent-cell-check"] · 2026-10-11 independent paper Audit detailsIndependent review 2026-10-11: value and identity match the source. Field: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record Extraction artifact SHA-256: |
Sources and history
Release 2026-11-02-a7f03c9e55a5 · Record review: source checked
1 source record and release history
- Analyzing Genomic Foundation Models for Viral Sequence Identification · Original source · bioRxiv v1, posted 2026-09-28
Technical metadata and extraction receipts
Stable ID: gfm2-20261011-buzkova2026-result-t3-dnabert-2-max-all
- metric
- accuracy
- metric direction
- higher
- unit
- fraction
- printed value
- 0.7198
- numeric value
- 0.7198
- source locator
- Table 3, column 'DNABERT-2', row 'Max, all tokens'
- metric qualifier
- 33-class RVDB dataset, 1-NN over frozen embeddings
- missing metadata
- uncertainty: reason: unreported
- review
- method: source-hash-verification; pdf-text-parse; independent-cell-check; method note: Re-downloaded the bioRxiv PDF (byte stream differs per request in the preprint banner; the text layer is identical) and matched the archived copy to the pinned SHA-256. Parsed the table from the `pdftotext -layout` text with a separate parser (review/review.py) and checked printed value, numeric value, metric, qualifier, unit, direction, locator and the linked configuration, protocol and dataset against the row and column headers and Sections 2 and 3.; reviewer: claude; reviewer note: Claude (Opus 5.5) review agent reviewer-gfm-a, independent of the extractor lit-gfm-2; no human review claimed; date: 2026-10-11; artifact sha256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19; retrieval url: https://www.biorxiv.org/content/10.64898/2026.09.25.754388v1.full.pdf; note: Independent review 2026-10-11: value and identity match the source.