| attributes.comparison.metric_implementation Spearman correlation Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.comparison.metric_implementation Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.comparison.protocol_id flip-task-thermostability-human Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.comparison.protocol_id Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.origin author_reported Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.origin Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.protocol Trained on the split's training set with ten percent held out for validation, scored on its test set. Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.protocol Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.source_locator Table 6, row(ESM-1v (mean)), column(Human) Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.source_locator Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| description FLIP evaluation of ESM-1v (mean) on Thermostability fitness prediction, Human split, scored with Spearman correlation. Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: description Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: benchmark flip-task-thermostability-human Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:benchmark:flip-task-thermostability-human Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: dataset flip-dataset-flip-thermostability-human-split Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:dataset:flip-dataset-flip-thermostability-human-split Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: model flip-method-esm-1v-mean Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:model:flip-method-esm-1v-mean Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| name ESM-1v (mean) on FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split Context-only references | flip primary benchmark evidence Original source ↗ Table 6, row(ESM-1v (mean)), column(Human) Version: 2021 manuscript Retrieved: 2026-09-16T21:07:13.889041+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: name Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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