| Configuration: DPLM | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.812 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDPLM on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(DPLM [ 68 ]), column(Clo. CLF) |
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| Configuration: ESM-2 | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.806 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ESM-2 [ 35 ]), column(Clo. CLF) |
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| Configuration: ESM-C | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.81 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ESM-C), column(Clo. CLF) |
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| Configuration: ESM3 | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.774 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ESM3 [ 18 ]), column(Clo. CLF) |
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| Configuration: PGLM | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.836 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePGLM on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(PGLM [ 5 ]), column(Clo. CLF) |
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| Configuration: ProstT5 | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.799 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProstT5 on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProstT5 [ 21 ]), column(Clo. CLF) |
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| Configuration: ProtGPT2 | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.777 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProtGPT2 on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProtGPT2 [ 12 ]), column(Clo. CLF) |
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| Configuration: ProTrek | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.826 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProTrek on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProTrek [ 56 ]), column(Clo. CLF) |
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| Configuration: ProtST | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.807 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProtST on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProtST [ 71 ]), column(Clo. CLF) |
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| Configuration: ProtT5 | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.785 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProtT5 on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProtT5 [ 11 ]), column(Clo. CLF) |
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| Configuration: SaProt | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0.812 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSaProt on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(SaProt [ 55 ]), column(Clo. CLF) |
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| Configuration: VenusPLM | Task: PFMBench CLONING-CLF: Cloning CLF Dataset subset: Cloning CLF (PFMBench split) | 0 .83172 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceVenusPLM on PFMBench CLONING-CLF: Cloning CLF Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(VenusPLM [ 59 ]), column(Clo. CLF) |
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