| Configuration: DPLM | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.828 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDPLM on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: ESM-2 | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.845 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: ESM-C | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.842 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: ESM3 | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.781 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: PGLM | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.822 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePGLM on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: ProstT5 | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.819 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProstT5 on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: ProtGPT2 | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.789 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProtGPT2 on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: ProTrek | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.834 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProTrek on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: ProtST | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.82 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProtST on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: ProtT5 | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.787 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProtT5 on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: SaProt | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0 .84364 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSaProt on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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| Configuration: VenusPLM | Task: PFMBench DEEPSOL: DeepSol Dataset subset: DeepSol (PFMBench split) | 0.828 auroc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceVenusPLM on PFMBench DEEPSOL: DeepSol 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(DeepSol) |
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