| Method: BLOSUM62 | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest 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 sourceBLOSUM62 on FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Method: CNN | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.17 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCNN on FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Configuration: ESM-1b (mean) | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.32 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 GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Configuration: ESM-1b (mut mean) | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | -0.08 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 GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Configuration: ESM-1b (per AA) | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.28 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 GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Configuration: ESM-1v (mean) | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.32 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 GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Configuration: ESM-1v (mut mean) | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.19 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 GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Configuration: ESM-1v (per AA) | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.28 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 GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Configuration: ESM-untrained (mean) | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.05 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 GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Configuration: ESM-untrained (mut mean) | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.21 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 GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Configuration: ESM-untrained (per AA) | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.06 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 GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Method: Levenshtein | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.17 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceLevenshtein on FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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| Method: Ridge | Task: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Dataset subset: FLIP GB1, 1-vs-rest split (FLIP split) | 0.28 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge on FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest 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(1-vs-rest) |
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