| Method: BLOSUM62 | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | -0.13 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBLOSUM62 on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(BLOSUM62), column(low-vs-high) |
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| Method: CNN | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.51 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCNN on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(CNN), column(low-vs-high) |
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| Configuration: ESM-1b (mean) | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.13 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 GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(ESM-1b (mean)), column(low-vs-high) |
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| Configuration: ESM-1b (mut mean) | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.45 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-1b (mut mean) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(ESM-1b (mut mean)), column(low-vs-high) |
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| Configuration: ESM-1b (per AA) | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.59 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 GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(ESM-1b (per AA)), column(low-vs-high) |
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| Configuration: ESM-1v (mean) | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.1 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 GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(ESM-1v (mean)), column(low-vs-high) |
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| Configuration: ESM-1v (mut mean) | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high 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 sourceESM-1v (mut mean) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(ESM-1v (mut mean)), column(low-vs-high) |
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| Configuration: ESM-1v (per AA) | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.51 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 GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(ESM-1v (per AA)), column(low-vs-high) |
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| Configuration: ESM-untrained (mean) | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.1 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 GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(ESM-untrained (mean)), column(low-vs-high) |
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| Configuration: ESM-untrained (mut mean) | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.13 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 GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(ESM-untrained (mut mean)), column(low-vs-high) |
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| Configuration: ESM-untrained (per AA) | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.23 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-untrained (per AA) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(ESM-untrained (per AA)), column(low-vs-high) |
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| Method: Levenshtein | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | -0.1 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceLevenshtein on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(Levenshtein), column(low-vs-high) |
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| Method: Ridge | Task: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Dataset subset: FLIP GB1, low-vs-high split (FLIP split) | 0.34 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high 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 4, row(Ridge), column(low-vs-high) |
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