rewirebio.iobenchmarks
Dataset

RVDB C-RVDB v31.0 primary dataset, 33 refined classes

Viral sequences up to 2,046 bp from the clustered Reference Viral DataBase v31.0, 500 per class, split 70/30 stratified by class; 40 sampled classes refined to 33 after removing taxonomically ambiguous labels.

Evaluation results

39 evaluations · 48 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: DNABERT-2, frozen embeddings, cls token only 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
0.705 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-2, cls token only pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-2', row 'CLS token only'
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
0.72 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-2, max, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-2', row 'Max, all tokens'
Configuration: DNABERT-2, frozen embeddings, max, special tokens excluded 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
0.75 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-2, max, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-2', row 'Max, special tokens excluded'
Configuration: DNABERT-2, frozen embeddings, mean, 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
0.885 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-2, mean, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-2', row 'Mean, all tokens'
Configuration: DNABERT-2, frozen embeddings, mean, special tokens excluded 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
0.885 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-2, mean, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-2', row 'Mean, special tokens excluded'
Configuration: DNABERT-S, frozen embeddings, cls token only 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
0.771 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-S, cls token only pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-S', row 'CLS token only'
Configuration: DNABERT-S, 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
0.791 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-S, max, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-S', row 'Max, all tokens'
Configuration: DNABERT-S, frozen embeddings, max, special tokens excluded 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
0.8 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-S, max, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-S', row 'Max, special tokens excluded'
Configuration: DNABERT-S, frozen embeddings, mean, 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
0.874 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-S, mean, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-S', row 'Mean, all tokens'
Configuration: DNABERT-S, frozen embeddings, mean, special tokens excluded 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
0.873 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DNABERT-S, mean, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'DNABERT-S', row 'Mean, special tokens excluded'
Configuration: NTv1 (Multispecies 2.5B), frozen embeddings, cls token only 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
0.866 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv1 (Multispecies 2.5B), cls token only pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv1', row 'CLS token only'
Configuration: NTv1 (Multispecies 2.5B), 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
0.903 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv1 (Multispecies 2.5B), max, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv1', row 'Max, all tokens'
Configuration: NTv1 (Multispecies 2.5B), frozen embeddings, max, special tokens excluded 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
0.903 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv1 (Multispecies 2.5B), max, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv1', row 'Max, special tokens excluded'
Configuration: NTv1 (Multispecies 2.5B), frozen embeddings, mean, 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
0.911 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv1 (Multispecies 2.5B), mean, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv1', row 'Mean, all tokens'
Configuration: NTv1 (Multispecies 2.5B), frozen embeddings, mean, special tokens excluded 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
0.91 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv1 (Multispecies 2.5B), mean, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv1', row 'Mean, special tokens excluded'
Configuration: NTv2-250M, frozen embeddings, cls token only 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
0.765 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-250M, cls token only pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-250M', row 'CLS token only'
Configuration: NTv2-250M, 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
0.834 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-250M, max, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-250M', row 'Max, all tokens'
Configuration: NTv2-250M, frozen embeddings, max, special tokens excluded 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
0.833 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-250M, max, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-250M', row 'Max, special tokens excluded'
Configuration: NTv2-250M, frozen embeddings, mean, 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
0.91 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-250M, mean, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-250M', row 'Mean, all tokens'
Configuration: NTv2-250M, frozen embeddings, mean, special tokens excluded 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
0.91 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-250M, mean, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-250M', row 'Mean, special tokens excluded'
Configuration: NTv2-500M, frozen embeddings, cls token only 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
0.745 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-500M, cls token only pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-500M', row 'CLS token only'
Configuration: NTv2-500M, 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
0.87 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-500M, max, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-500M', row 'Max, all tokens'
Configuration: NTv2-500M, frozen embeddings, max, special tokens excluded 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
0.873 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-500M, max, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-500M', row 'Max, special tokens excluded'
Configuration: NTv2-500M, frozen embeddings, mean, 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
0.906 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-500M, mean, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-500M', row 'Mean, all tokens'
Configuration: NTv2-500M, frozen embeddings, mean, special tokens excluded 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
0.906 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-500M, mean, special tokens excluded pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-500M', row 'Mean, special tokens excluded'

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Dataset and evaluation context

A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.

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.

7 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Population
16,500 sequences; 4,950 test queries
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Section 2.2; Table 1 column 'Primary dataset'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

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

Inspected artifact

Source location
Section 2.2; Table 1 column 'Primary dataset'
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Section 2.2; Table 1 column 'Primary dataset'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

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

Inspected artifact

Split
70/30 train/test, stratified by class; 350 indexed and 150 queried per class
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Section 2.2; Table 1 column 'Primary dataset'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

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

Inspected artifact

Total
16500
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Section 2.2; Table 1 column 'Primary dataset'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.total

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

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

Inspected artifact

Version
C-RVDB v31.0, 9 January 2026
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Section 2.2; Table 1 column 'Primary dataset'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

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

Inspected artifact

Description
Viral sequences up to 2,046 bp from the clustered Reference Viral DataBase v31.0, 500 per class, split 70/30 stratified by class; 40 sampled classes refined to 33 after removing taxonomically ambiguous labels.
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Section 2.2; Table 1 column 'Primary dataset'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

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

Inspected artifact

Name
RVDB C-RVDB v31.0 primary dataset, 33 refined classes
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Section 2.2; Table 1 column 'Primary dataset'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

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

Inspected artifact

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: gfm2-20261011-buzkova2026-data-rvdb-33

areas
dna-genomes
contexts
research
version
C-RVDB v31.0, 9 January 2026
split
70/30 train/test, stratified by class; 350 indexed and 150 queried per class
population
16,500 sequences; 4,950 test queries
total
16500
source locator
Section 2.2; Table 1 column 'Primary dataset'
Related records

Suggest a correction