| attributes.comparison.adaptation zero-shot masked marginals Context-only references | ProteinGym v1.3 AMFR substitution assay: reproduction instructions Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.adaptation Source artifact SHA-256: 5acb7b2769aae657d48d23c282319e7c69b8ed0424b3c02c875637df7f8dd9fb Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.adaptation zero-shot masked marginals Context-only references | ESM-2 8M masked-marginal scoring: local execution report (20 September 2026) Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.adaptation Source artifact SHA-256: 6a14b3866141d5779c76da8071d85c73b7cce0dc4e101c93122706873e847d26 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.aggregation single assay Context-only references | ProteinGym v1.3 AMFR substitution assay: reproduction instructions Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.aggregation Source artifact SHA-256: 5acb7b2769aae657d48d23c282319e7c69b8ed0424b3c02c875637df7f8dd9fb Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.aggregation single assay Context-only references | ESM-2 8M masked-marginal scoring: local execution report (20 September 2026) Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.aggregation Source artifact SHA-256: 6a14b3866141d5779c76da8071d85c73b7cce0dc4e101c93122706873e847d26 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.budget one local CPU evaluation; no hyperparameter search outside training Context-only references | ProteinGym v1.3 AMFR substitution assay: reproduction instructions Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.budget Source artifact SHA-256: 5acb7b2769aae657d48d23c282319e7c69b8ed0424b3c02c875637df7f8dd9fb Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.budget one local CPU evaluation; no hyperparameter search outside training Context-only references | ESM-2 8M masked-marginal scoring: local execution report (20 September 2026) Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.budget Source artifact SHA-256: 6a14b3866141d5779c76da8071d85c73b7cce0dc4e101c93122706873e847d26 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.dataset_version rewire-dataset-proteingym-amfr-v13 Context-only references | ProteinGym v1.3 AMFR substitution assay: reproduction instructions Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.dataset_version Source artifact SHA-256: 5acb7b2769aae657d48d23c282319e7c69b8ed0424b3c02c875637df7f8dd9fb Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.dataset_version rewire-dataset-proteingym-amfr-v13 Context-only references | ESM-2 8M masked-marginal scoring: local execution report (20 September 2026) Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.dataset_version Source artifact SHA-256: 6a14b3866141d5779c76da8071d85c73b7cce0dc4e101c93122706873e847d26 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.inputs Wild-type protein sequence and amino-acid substitutions; no MSA, structure or assay labels Context-only references | ProteinGym v1.3 AMFR substitution assay: reproduction instructions Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.inputs Source artifact SHA-256: 5acb7b2769aae657d48d23c282319e7c69b8ed0424b3c02c875637df7f8dd9fb Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.inputs Wild-type protein sequence and amino-acid substitutions; no MSA, structure or assay labels Context-only references | ESM-2 8M masked-marginal scoring: local execution report (20 September 2026) Original source ↗ metrics; coverage; protocol_results Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: ca73fa47136d182f2d4ddb083d084712198fc0e2 Retrieved: 2026-09-20T20:54:03Z | not individually reviewed No individual claim review recorded rewire run Audit detailsField: attributes.comparison.inputs Source artifact SHA-256: 6a14b3866141d5779c76da8071d85c73b7cce0dc4e101c93122706873e847d26 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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