FLIP evaluation of ESM-untrained (mut mean) on AAV fitness prediction, Des-Mut split, scored with Spearman correlation.
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1 evaluation · 1 result. Different protocols are not a single leaderboard.
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| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: ESM-untrained (mut mean) | Task: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Dataset subset: FLIP AAV, Des-Mut split (FLIP split) | 0.64 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-untrained (mut mean) on FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Trained on the split's training set with ten percent held out for validation, scored on its test set. Aggregation: Not reported flip primary benchmark evidence · Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) |
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Trained on the split's training set with ten percent held out for validation, scored on its test set.
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10 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.metric_implementation Spearman correlation Context-only references | flip primary benchmark evidence Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.protocol_id flip-task-aav-des-mut Context-only references | flip primary benchmark evidence Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.origin author_reported Context-only references | flip primary benchmark evidence Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| 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 Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.source_locator Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Context-only references | flip primary benchmark evidence Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| description FLIP evaluation of ESM-untrained (mut mean) on AAV fitness prediction, Des-Mut split, scored with Spearman correlation. Context-only references | flip primary benchmark evidence Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: benchmark flip-task-aav-des-mut Context-only references | flip primary benchmark evidence Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: dataset flip-dataset-flip-aav-des-mut-split Context-only references | flip primary benchmark evidence Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: model flip-method-esm-untrained-mut-mean Context-only references | flip primary benchmark evidence Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name ESM-untrained (mut mean) on FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Context-only references | flip primary benchmark evidence Table 5, row(ESM-untrained (mut mean)), column(Des-Mut) Version: 2021 manuscript | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
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Release 2026-09-29-06401fd5b220 · Record review: source checked
Stable ID: flip-evaluation-esm-untrained-mut-mean-aav-des-mut