rewirebio.iobenchmarks
Dataset subset

ProteinGym clinical indel benchmark at commit 144fe22

ProteinGym clinical indel variants (benign or pathogenic labels per protein); the README at this commit gives 1,555 clinical proteins.

Evaluation results

18 evaluations · 18 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: PoET (200M) [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.935 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

PoET (200M): ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 2, row 'PoET (200M)', column 'Average_AUC'
Configuration: Progen2 Base [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.844 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Progen2 Base: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 10, row 'Progen2 Base', column 'Average_AUC'
Configuration: Progen2 L [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.851 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Progen2 L: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 8, row 'Progen2 L', column 'Average_AUC'
Configuration: Progen2 M [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.846 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Progen2 M: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 9, row 'Progen2 M', column 'Average_AUC'
Configuration: Progen2 S [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.763 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Progen2 S: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 16, row 'Progen2 S', column 'Average_AUC'
Configuration: Progen2 XL [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.842 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Progen2 XL: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 12, row 'Progen2 XL', column 'Average_AUC'
Configuration: Hidden Markov Model [ProteinGym 144fe22 clinical summary]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.663 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Hidden Markov Model: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 17, row 'Hidden Markov Model', column 'Average_AUC'
Configuration: Provean [ProteinGym 144fe22 clinical summary]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.927 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Provean: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 3, row 'Provean', column 'Average_AUC'
Configuration: ProtGPT2 [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.649 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

ProtGPT2: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 18, row 'ProtGPT2', column 'Average_AUC'
Configuration: RITA L [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.922 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

RITA L: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 4, row 'RITA L', column 'Average_AUC'
Configuration: RITA M [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.892 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

RITA M: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 6, row 'RITA M', column 'Average_AUC'
Configuration: RITA S [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.784 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

RITA S: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 15, row 'RITA S', column 'Average_AUC'
Configuration: RITA XL [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.916 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

RITA XL: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 5, row 'RITA XL', column 'Average_AUC'
Configuration: Tranception L [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.843 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Tranception L: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 11, row 'Tranception L', column 'Average_AUC'
Configuration: Tranception L no retrieval [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.852 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Tranception L no retrieval: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 7, row 'Tranception L no retrieval', column 'Average_AUC'
Configuration: Tranception M [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.828 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Tranception M: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 14, row 'Tranception M', column 'Average_AUC'
Configuration: Tranception M no retrieval [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.831 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Tranception M no retrieval: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 13, row 'Tranception M no retrieval', column 'Average_AUC'
Configuration: Unirep [ProteinGym 144fe22b snapshot]Protocol: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)
Dataset subset: ProteinGym clinical indel benchmark at commit 144fe22
0.599 AUROC (ProteinGym clinical indels, zero-shot, Average_AUC over proteins)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Unirep: ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

ProteinGym clinical indels, zero-shot, average AUC (commit 144fe22)

Aggregation: Not reported

ProteinGym clinical zero-shot indels AUC summary at commit 144fe22 · benchmarks/clinical_zero_shot/indels/AUC/Summary_performance_clinical_indels_AUC.csv line 19, row 'Unirep', column 'Average_AUC'

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.

Subset and evaluation context

This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.

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.

5 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
Source location
README.md line 22
Context-only references
OATML-Markslab/ProteinGym / README.md

Original source ↗

README.md line 22

Version: Git commit 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-09-17T09:32:03.517591+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 321487a8de52c6cfa647a658f61150dd72e0acb0125470524fb94d1f8b23321a

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

Inspected artifact

Subset scope
1,555 clinical proteins (README line 22). The README gives protein counts only, not variant counts.
Context-only references
OATML-Markslab/ProteinGym / README.md

Original source ↗

README.md line 22

Version: Git commit 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-09-17T09:32:03.517591+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.subset_scope

Source artifact SHA-256: 321487a8de52c6cfa647a658f61150dd72e0acb0125470524fb94d1f8b23321a

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

Inspected artifact

Version
144fe22b07dfaeec2b366f2346203a9838a55b4c
Context-only references
OATML-Markslab/ProteinGym / README.md

Original source ↗

README.md line 22

Version: Git commit 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-09-17T09:32:03.517591+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: 321487a8de52c6cfa647a658f61150dd72e0acb0125470524fb94d1f8b23321a

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

Inspected artifact

Description
ProteinGym clinical indel variants (benign or pathogenic labels per protein); the README at this commit gives 1,555 clinical proteins.
Context-only references
OATML-Markslab/ProteinGym / README.md

Original source ↗

README.md line 22

Version: Git commit 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-09-17T09:32:03.517591+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 321487a8de52c6cfa647a658f61150dd72e0acb0125470524fb94d1f8b23321a

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

Inspected artifact

Name
ProteinGym clinical indel benchmark at commit 144fe22
Context-only references
OATML-Markslab/ProteinGym / README.md

Original source ↗

README.md line 22

Version: Git commit 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-09-17T09:32:03.517591+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 321487a8de52c6cfa647a658f61150dd72e0acb0125470524fb94d1f8b23321a

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

Inspected artifact

Sources and history

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

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

Stable ID: vep-lit-20261014-data-proteingym-clinical-indels-144fe22

areas
proteins-complexes; dna-genomes
contexts
clinical_research
version
144fe22b07dfaeec2b366f2346203a9838a55b4c
subset scope
1,555 clinical proteins (README line 22). The README gives protein counts only, not variant counts.
source locator
README.md line 22
review
reviewer: claude; reviewer note: Claude review agent; no human review claimed. Independent Claude (Opus 5.5) review agent, separate from the extraction agent that built this batch. Automated review only. Transcription, not reproduction.; reviewed at: 2026-10-14T15:30:00Z; artifact sha256: 321487a8de52c6cfa647a658f61150dd72e0acb0125470524fb94d1f8b23321a; retrieval url: https://raw.githubusercontent.com/OATML-Markslab/ProteinGym/144fe22b07dfaeec2b366f2346203a9838a55b4c/README.md; method: ai-assisted-source-review; scope-review; method note: Descriptive fields, identity links and missing-metadata reasons checked against the cited sources.; note: Checked; see the dated review for rulings on identity and method type.
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