The split of FLIP AAV, Des-Mut split that FLIP evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits.
9 evaluations · 9 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Method: CNN | Task: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Dataset subset: FLIP AAV, Des-Mut split (FLIP split) | 0.75 Spearman unitless · higher Uncertainty: Not yet extracted Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCNN 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(CNN), column(Des-Mut) |
| Configuration: ESM-1b (mean) | Task: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Dataset subset: FLIP AAV, Des-Mut split (FLIP split) | 0.59 Spearman unitless · higher Uncertainty: Not yet extracted Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-1b (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-1b (mean)), column(Des-Mut) |
| Configuration: ESM-1b (mut mean) | Task: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Dataset subset: FLIP AAV, Des-Mut split (FLIP split) | 0.7 Spearman unitless · higher Uncertainty: Not yet extracted Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-1b (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-1b (mut mean)), column(Des-Mut) |
| Configuration: ESM-1v (mean) | Task: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Dataset subset: FLIP AAV, Des-Mut split (FLIP split) | 0.44 Spearman unitless · higher Uncertainty: Not yet extracted Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-1v (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-1v (mean)), column(Des-Mut) |
| Configuration: ESM-1v (mut mean) | Task: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Dataset subset: FLIP AAV, Des-Mut split (FLIP split) | 0.71 Spearman unitless · higher Uncertainty: Not yet extracted Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-1v (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-1v (mut mean)), column(Des-Mut) |
| Configuration: ESM-untrained (mean) | Task: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Dataset subset: FLIP AAV, Des-Mut split (FLIP split) | 0.34 Spearman unitless · higher Uncertainty: Not yet extracted Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-untrained (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 (mean)), column(Des-Mut) |
| 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 unitless · higher Uncertainty: Not yet extracted 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) |
| Method: Levenshtein | Task: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Dataset subset: FLIP AAV, Des-Mut split (FLIP split) | -0.07 Spearman unitless · higher Uncertainty: Not yet extracted Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceLevenshtein 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(Levenshtein), column(Des-Mut) |
| Method: Ridge | Task: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Dataset subset: FLIP AAV, Des-Mut split (FLIP split) | 0.53 Spearman unitless · higher Uncertainty: Not yet extracted Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge 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(Ridge), column(Des-Mut) |
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2 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Description The split of FLIP AAV, Des-Mut split that FLIP evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits. Context-only references | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Name FLIP AAV, Des-Mut split (FLIP split) Context-only references | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Release 2026-11-02-a7f03c9e55a5 · Record review: source checked
Stable ID: flip-dataset-flip-aav-des-mut-split