The split of FLIP Thermostability, Human 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.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Method: CNN | Task: FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split Dataset subset: FLIP Thermostability, Human split (FLIP split) | 0.5 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: Thermostability fitness prediction, Human 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) |
| Configuration: ESM-1b (mean) | Task: FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split Dataset subset: FLIP Thermostability, Human split (FLIP split) | 0.7 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-1b (mean) on FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human 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(ESM-1b (mean)), column(Human) |
| Configuration: ESM-1b (per AA) | Task: FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split Dataset subset: FLIP Thermostability, Human split (FLIP split) | 0.71 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-1b (per AA) on FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human 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(ESM-1b (per AA)), column(Human) |
| Configuration: ESM-1v (mean) | Task: FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split Dataset subset: FLIP Thermostability, Human 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 sourceESM-1v (mean) on FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human 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(ESM-1v (mean)), column(Human) |
| Configuration: ESM-1v (per AA) | Task: FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split Dataset subset: FLIP Thermostability, Human split (FLIP split) | 0.77 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-1v (per AA) on FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human 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(ESM-1v (per AA)), column(Human) |
| Configuration: ESM-untrained (mean) | Task: FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split Dataset subset: FLIP Thermostability, Human split (FLIP split) | 0.48 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-untrained (mean) on FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human 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(ESM-untrained (mean)), column(Human) |
| Configuration: ESM-untrained (per AA) | Task: FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split Dataset subset: FLIP Thermostability, Human split (FLIP split) | 0.44 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) |
| Method: Ridge | Task: FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split Dataset subset: FLIP Thermostability, Human split (FLIP split) | 0.15 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: Thermostability fitness prediction, Human 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) |
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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 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 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-split