rewirebio.iobenchmarks
Dataset

EVEE ClinVar indel benchmark (73,961 indels)

ClinVar indels from 3,570 genes of at most 100 kb with at least one-star review status.

Evaluation results

4 evaluations · 4 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: CADD v1.7 PHRED, pre-computed (Pearce et al. 2026)Protocol: EVEE ClinVar indel pathogenicity AUROC (Pearce et al. 2026 Figure 1d)
Dataset: EVEE ClinVar indel benchmark (73,961 indels)
0.98 AUROC (ClinVar indels, all strata (Overall row); pre-computed CADD v1.7 InDel scores)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

CADD v1.7 on the EVEE ClinVar indel benchmark (Pearce et al. 2026)

gfm-guide-20261014-protocol-evee-clinvar-indel-auroc

Aggregation: Not reported

Interpretable variant effect prediction from genomic foundation model representations (EVEE), bioRxiv v4; EVEE manuscript repository: figures/figure1/fig1d_indel_heatmap.pdf; EVEE manuscript repository: scripts/figure1/fig1d_indel_heatmap.py · Figure 1d (page 3, raster; matched to repository figures/figure1/fig1d_indel_heatmap.pdf text layer), row 'Overall (n=73,961, 65.1%P)', column 'CADD v1.7'
Configuration: EVEE covariance probe on Evo 2 7B layer 27 (Pearce et al. 2026)Protocol: EVEE ClinVar indel pathogenicity AUROC (Pearce et al. 2026 Figure 1d)
Dataset: EVEE ClinVar indel benchmark (73,961 indels)
0.991 AUROC (ClinVar indels, all strata (Overall row); zero-shot transfer from SNV training)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Evo2 Covariance on the EVEE ClinVar indel benchmark (Pearce et al. 2026)

gfm-guide-20261014-protocol-evee-clinvar-indel-auroc

Aggregation: Not reported

Interpretable variant effect prediction from genomic foundation model representations (EVEE), bioRxiv v4; EVEE manuscript repository: figures/figure1/fig1d_indel_heatmap.pdf; EVEE manuscript repository: scripts/figure1/fig1d_indel_heatmap.py · Figure 1d (page 3, raster; matched to repository figures/figure1/fig1d_indel_heatmap.pdf text layer), row 'Overall (n=73,961, 65.1%P)', column 'Evo2 Covariance'
Configuration: Evo 2 7B mean-pooled embedding probe (Pearce et al. 2026)Protocol: EVEE ClinVar indel pathogenicity AUROC (Pearce et al. 2026 Figure 1d)
Dataset: EVEE ClinVar indel benchmark (73,961 indels)
0.984 AUROC (ClinVar indels, all strata (Overall row); supervised on indels)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Evo2 Mean on the EVEE ClinVar indel benchmark (Pearce et al. 2026)

gfm-guide-20261014-protocol-evee-clinvar-indel-auroc

Aggregation: Not reported

Interpretable variant effect prediction from genomic foundation model representations (EVEE), bioRxiv v4; EVEE manuscript repository: figures/figure1/fig1d_indel_heatmap.pdf; EVEE manuscript repository: scripts/figure1/fig1d_indel_heatmap.py · Figure 1d (page 3, raster; matched to repository figures/figure1/fig1d_indel_heatmap.pdf text layer), row 'Overall (n=73,961, 65.1%P)', column 'Evo2 Mean'
Configuration: NTv3 650M layer-11 embedding probe (Pearce et al. 2026 Figure 1d)Protocol: EVEE ClinVar indel pathogenicity AUROC (Pearce et al. 2026 Figure 1d)
Dataset: EVEE ClinVar indel benchmark (73,961 indels)
0.828 AUROC (ClinVar indels, all strata (Overall row); supervised on indels)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv3 on the EVEE ClinVar indel benchmark (Pearce et al. 2026)

gfm-guide-20261014-protocol-evee-clinvar-indel-auroc

Aggregation: Not reported

Interpretable variant effect prediction from genomic foundation model representations (EVEE), bioRxiv v4; EVEE manuscript repository: figures/figure1/fig1d_indel_heatmap.pdf; EVEE manuscript repository: scripts/figure1/fig1d_indel_heatmap.py · Figure 1d (page 3, raster; matched to repository figures/figure1/fig1d_indel_heatmap.pdf text layer), row 'Overall (n=73,961, 65.1%P)', column 'NTv3'

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

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 2026-10-22-1b7cf027e4f6 · 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.

12 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Population
73,961 indels, 65.1% pathogenic (Figure 1d row label); 37,558 insertions and 36,403 deletions
Context-only references
EVEE manuscript repository: scripts/figure1/fig1d_indel_heatmap.py

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: goodfire-ai/evee-manuscript commit e5e4a43d60bb217819144c09ab509ed44f49cd5f
Retrieved: 2026-10-14T12:48:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: 5c03755c6807fef579e234676d86b9e6a20d675e0d520e656e8a60615331e34d

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

Inspected artifact

Population
73,961 indels, 65.1% pathogenic (Figure 1d row label); 37,558 insertions and 36,403 deletions
Context-only references
Interpretable variant effect prediction from genomic foundation model representations (EVEE), bioRxiv v4

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bioRxiv v4, posted 2026-07-11 (v1 posted 2026-04-11)
Retrieved: 2026-10-14T12:02:25Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.population

Source artifact SHA-256: 1d65b07059c50e8e3f88b8fde950f011630886097bf2784a6653282c6424eef8

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:02:25Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (5,466,701 bytes, 26 pages, ModDate D:20261014063735-07'00') had SHA-256 9e2176440dfae6740b9e799796297cdd70b9bd59edb5c0a1e7fcdb5d6978710a; its Figure 1c and 1d match the repository vector PDFs cell for cell in the Overall rows, and the quoted Methods and Competing interests sentences are present.

Inspected artifact

Source location
Methods 'Indel benchmark' (page 9); Figure 1d caption
Context-only references
EVEE manuscript repository: scripts/figure1/fig1d_indel_heatmap.py

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: goodfire-ai/evee-manuscript commit e5e4a43d60bb217819144c09ab509ed44f49cd5f
Retrieved: 2026-10-14T12:48:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 5c03755c6807fef579e234676d86b9e6a20d675e0d520e656e8a60615331e34d

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

Inspected artifact

Source location
Methods 'Indel benchmark' (page 9); Figure 1d caption
Context-only references
Interpretable variant effect prediction from genomic foundation model representations (EVEE), bioRxiv v4

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bioRxiv v4, posted 2026-07-11 (v1 posted 2026-04-11)
Retrieved: 2026-10-14T12:02:25Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 1d65b07059c50e8e3f88b8fde950f011630886097bf2784a6653282c6424eef8

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:02:25Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (5,466,701 bytes, 26 pages, ModDate D:20261014063735-07'00') had SHA-256 9e2176440dfae6740b9e799796297cdd70b9bd59edb5c0a1e7fcdb5d6978710a; its Figure 1c and 1d match the repository vector PDFs cell for cell in the Overall rows, and the quoted Methods and Competing interests sentences are present.

Inspected artifact

Split
Covariance probe trained on SNVs only and applied zero-shot; the Evo2 Mean and NTv3 columns are supervised (repository column names)
Context-only references
EVEE manuscript repository: scripts/figure1/fig1d_indel_heatmap.py

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: goodfire-ai/evee-manuscript commit e5e4a43d60bb217819144c09ab509ed44f49cd5f
Retrieved: 2026-10-14T12:48:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: 5c03755c6807fef579e234676d86b9e6a20d675e0d520e656e8a60615331e34d

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

Inspected artifact

Split
Covariance probe trained on SNVs only and applied zero-shot; the Evo2 Mean and NTv3 columns are supervised (repository column names)
Context-only references
Interpretable variant effect prediction from genomic foundation model representations (EVEE), bioRxiv v4

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bioRxiv v4, posted 2026-07-11 (v1 posted 2026-04-11)
Retrieved: 2026-10-14T12:02:25Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.split

Source artifact SHA-256: 1d65b07059c50e8e3f88b8fde950f011630886097bf2784a6653282c6424eef8

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:02:25Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (5,466,701 bytes, 26 pages, ModDate D:20261014063735-07'00') had SHA-256 9e2176440dfae6740b9e799796297cdd70b9bd59edb5c0a1e7fcdb5d6978710a; its Figure 1c and 1d match the repository vector PDFs cell for cell in the Overall rows, and the quoted Methods and Competing interests sentences are present.

Inspected artifact

Version
ClinVar release 2026-03-21
Context-only references
EVEE manuscript repository: scripts/figure1/fig1d_indel_heatmap.py

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: goodfire-ai/evee-manuscript commit e5e4a43d60bb217819144c09ab509ed44f49cd5f
Retrieved: 2026-10-14T12:48:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: 5c03755c6807fef579e234676d86b9e6a20d675e0d520e656e8a60615331e34d

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

Inspected artifact

Version
ClinVar release 2026-03-21
Context-only references
Interpretable variant effect prediction from genomic foundation model representations (EVEE), bioRxiv v4

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bioRxiv v4, posted 2026-07-11 (v1 posted 2026-04-11)
Retrieved: 2026-10-14T12:02:25Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.version

Source artifact SHA-256: 1d65b07059c50e8e3f88b8fde950f011630886097bf2784a6653282c6424eef8

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:02:25Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (5,466,701 bytes, 26 pages, ModDate D:20261014063735-07'00') had SHA-256 9e2176440dfae6740b9e799796297cdd70b9bd59edb5c0a1e7fcdb5d6978710a; its Figure 1c and 1d match the repository vector PDFs cell for cell in the Overall rows, and the quoted Methods and Competing interests sentences are present.

Inspected artifact

Description
ClinVar indels from 3,570 genes of at most 100 kb with at least one-star review status.
Context-only references
EVEE manuscript repository: scripts/figure1/fig1d_indel_heatmap.py

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: goodfire-ai/evee-manuscript commit e5e4a43d60bb217819144c09ab509ed44f49cd5f
Retrieved: 2026-10-14T12:48:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 5c03755c6807fef579e234676d86b9e6a20d675e0d520e656e8a60615331e34d

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

Inspected artifact

Description
ClinVar indels from 3,570 genes of at most 100 kb with at least one-star review status.
Context-only references
Interpretable variant effect prediction from genomic foundation model representations (EVEE), bioRxiv v4

Original source ↗

Methods 'Indel benchmark' (page 9); Figure 1d caption

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bioRxiv v4, posted 2026-07-11 (v1 posted 2026-04-11)
Retrieved: 2026-10-14T12:02:25Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: description

Source artifact SHA-256: 1d65b07059c50e8e3f88b8fde950f011630886097bf2784a6653282c6424eef8

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:02:25Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (5,466,701 bytes, 26 pages, ModDate D:20261014063735-07'00') had SHA-256 9e2176440dfae6740b9e799796297cdd70b9bd59edb5c0a1e7fcdb5d6978710a; its Figure 1c and 1d match the repository vector PDFs cell for cell in the Overall rows, and the quoted Methods and Competing interests sentences are present.

Inspected artifact

How to read the evidence

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: gfm-guide-20261014-data-evee-clinvar-indels

areas
dna-genomes
contexts
research
version
ClinVar release 2026-03-21
population
73,961 indels, 65.1% pathogenic (Figure 1d row label); 37,558 insertions and 36,403 deletions
split
Covariance probe trained on SNVs only and applied zero-shot; the Evo2 Mean and NTv3 columns are supervised (repository column names)
source locator
Methods 'Indel benchmark' (page 9); Figure 1d caption
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