The split of FLIP Thermostability, Human-Cell split that FLIP evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits.
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8 evaluations · 8 results. Different protocols are not a single leaderboard.
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| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Method: CNN | Task: FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split Dataset subset: FLIP Thermostability, Human-Cell split (FLIP split) | 0.49 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCNN on FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell 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 6, row(CNN), column(Human-Cell) |
| Configuration: ESM-1b (mean) | Task: FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split Dataset subset: FLIP Thermostability, Human-Cell split (FLIP split) | 0.75 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrained 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 6, row(ESM-1b (mean)), column(Human-Cell) |
| Configuration: ESM-1b (per AA) | Task: FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split Dataset subset: FLIP Thermostability, Human-Cell split (FLIP split) | 0.76 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrained 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 6, row(ESM-1b (per AA)), column(Human-Cell) |
| Configuration: ESM-1v (mean) | Task: FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split Dataset subset: FLIP Thermostability, Human-Cell split (FLIP split) | 0.74 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrained 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 6, row(ESM-1v (mean)), column(Human-Cell) |
| Configuration: ESM-1v (per AA) | Task: FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split Dataset subset: FLIP Thermostability, Human-Cell split (FLIP split) | 0.78 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrained 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 6, row(ESM-1v (per AA)), column(Human-Cell) |
| Configuration: ESM-untrained (mean) | Task: FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split Dataset subset: FLIP Thermostability, Human-Cell split (FLIP split) | 0.49 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrained 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 6, row(ESM-untrained (mean)), column(Human-Cell) |
| Configuration: ESM-untrained (per AA) | Task: FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split Dataset subset: FLIP Thermostability, Human-Cell split (FLIP split) | 0.46 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrained 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 6, row(ESM-untrained (per AA)), column(Human-Cell) |
| Method: Ridge | Task: FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split Dataset subset: FLIP Thermostability, Human-Cell split (FLIP split) | 0.24 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge on FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell 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 6, row(Ridge), column(Human-Cell) |
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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 Thermostability, Human-Cell 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 Thermostability, Human-Cell 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. |
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Release 2026-09-29-06401fd5b220 · Record review: source checked
Stable ID: flip-dataset-flip-thermostability-human-cell-split