| Comparison: metric implementation MSE Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported 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-sup-sub-mse-rand Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported 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-3-supervised-substitutions-rand-embed-msat Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported 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 Embed. MSAT · supervised substitutions, random split Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported 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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| Origin author_reported Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported Audit detailsField: attributes.origin Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Protocol Supervised fitness prediction under three cross-validation schemes: contiguous, modulo and random splits. Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported 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 3, row(MSAT), column(Supervised substitutions, random split, MSE) Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported 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 Embed. MSAT on Supervised substitutions, random split, MSE, scored with MSE. Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported 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-sup-sub-mse-rand Context-only references | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Original source ↗ Table 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported Audit detailsField: links:assessment:proteingym-task-sup-sub-mse-rand 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 3, row(MSAT), column(Supervised substitutions, random split, MSE) 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 author reported 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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