| Method: CNN | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, 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 sourceCNN on FLIP AAV-LOW-VS-HIGH: AAV 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 5, row(CNN), column(low-vs-high) |
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| Configuration: ESM-1b (mean) | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high split (FLIP split) | 0.18 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 AAV-LOW-VS-HIGH: AAV 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 5, row(ESM-1b (mean)), column(low-vs-high) |
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| Configuration: ESM-1b (mut mean) | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high split (FLIP split) | 0.33 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 AAV-LOW-VS-HIGH: AAV 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 5, row(ESM-1b (mut mean)), column(low-vs-high) |
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| Configuration: ESM-1b (per AA) | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high split (FLIP split) | 0.39 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 AAV-LOW-VS-HIGH: AAV 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 5, row(ESM-1b (per AA)), column(low-vs-high) |
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| Configuration: ESM-1v (mean) | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high split (FLIP split) | 0.2 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 AAV-LOW-VS-HIGH: AAV 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 5, row(ESM-1v (mean)), column(low-vs-high) |
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| Configuration: ESM-1v (mut mean) | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high split (FLIP split) | 0.31 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 AAV-LOW-VS-HIGH: AAV 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 5, row(ESM-1v (mut mean)), column(low-vs-high) |
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| Configuration: ESM-1v (per AA) | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, 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 sourceESM-1v (per AA) on FLIP AAV-LOW-VS-HIGH: AAV 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 5, row(ESM-1v (per AA)), column(low-vs-high) |
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| Configuration: ESM-untrained (mean) | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high split (FLIP split) | 0.22 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 AAV-LOW-VS-HIGH: AAV 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 5, row(ESM-untrained (mean)), column(low-vs-high) |
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| Configuration: ESM-untrained (mut mean) | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high 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 sourceESM-untrained (mut mean) on FLIP AAV-LOW-VS-HIGH: AAV 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 5, row(ESM-untrained (mut mean)), column(low-vs-high) |
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| Configuration: ESM-untrained (per AA) | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high 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-untrained (per AA) on FLIP AAV-LOW-VS-HIGH: AAV 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 5, row(ESM-untrained (per AA)), column(low-vs-high) |
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| Method: Levenshtein | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high split (FLIP split) | 0.25 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceLevenshtein on FLIP AAV-LOW-VS-HIGH: AAV 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 5, row(Levenshtein), column(low-vs-high) |
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| Method: Ridge | Task: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Dataset subset: FLIP AAV, low-vs-high split (FLIP split) | 0.12 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge on FLIP AAV-LOW-VS-HIGH: AAV 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 5, row(Ridge), column(low-vs-high) |
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