| Comparison: metric implementation AUC Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.metric_implementation Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Comparison: protocol id proteingym-task-zs-sub-auc Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.protocol_id Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Evaluation group id evaluation-group-proteingym-table-2-zero-shot-substitutions-vespa Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.evaluation_group_id Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Evaluation group name VESPA · zero-shot substitutions Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.evaluation_group_name Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Protocol Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.protocol Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Source location Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.source_locator Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Description ProteinGym evaluation of VESPA on Zero-shot substitutions, AUC, scored with AUC. Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: description Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: assessment proteingym-task-zs-sub-auc Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: links:assessment:proteingym-task-zs-sub-auc Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: data proteingym-dataset-proteingym-substitution-dms-assays Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: links:data:proteingym-dataset-proteingym-substitution-dms-assays Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: system proteingym-method-vespa Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.522924+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: links:system:proteingym-method-vespa Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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