These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.
Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified
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A pinned recipe describes the inputs, environment and resource requirements.
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1 evaluation · 1 result. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: ESM-2 | Task: Zero-shot substitution mutation effects: stability Dataset: ProteinGym substitution DMS: stability assays | 0.488 Mean Spearman rho unitless · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceESM-2: Zero-shot substitution mutation effects: stability Zero-shot mutation scores; average Spearman across stability-category assays. Aggregation: Not reported ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction · Table A7, ESM-2 (15B) row, Stability column |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
Zero-shot mutation scores; average Spearman across stability-category assays.
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
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.
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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
17 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.adaptation Not reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.aggregation Not reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.budget Not reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.dataset_version Not reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.inputs Not reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.metric_implementation Not reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.population Not reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.protocol_id Not reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.split Not reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.origin independent_paper Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Design and Fitness Prediction No field-specific location recorded Version: PMC10723403.1 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: evaluation-lit-017