| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-100-DIVERSITY-MAX-CLUST: length 100, Diversity Max Clust. Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.64 max-clust score · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-100-DIVERSITY-MAX-CLUST: length 100, Diversity Max Clust. Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 100, Diversity Max Clust. ↑) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-100-NOVELTY-MAX-TM: length 100, Novelty Max TM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.41 max-tm score · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-100-NOVELTY-MAX-TM: length 100, Novelty Max TM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 100, Novelty Max TM ↓) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-100-QUALITY-SCRMSD: length 100, Quality scRMSD Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 13.80 ± 10.51 scrmsd score · lower Uncertainty: type: standard_deviation; value: 10.51 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-100-QUALITY-SCRMSD: length 100, Quality scRMSD Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 100, Quality scRMSD ↓) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-100-QUALITY-SCTM: length 100, Quality scTM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.72 ± 0.19 sctm score · higher Uncertainty: type: standard_deviation; value: 0.19 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-100-QUALITY-SCTM: length 100, Quality scTM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 100, Quality scTM ↑) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-200-DIVERSITY-MAX-CLUST: length 200, Diversity Max Clust. Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.63 max-clust score · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-200-DIVERSITY-MAX-CLUST: length 200, Diversity Max Clust. Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 200, Diversity Max Clust. ↑) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-200-NOVELTY-MAX-TM: length 200, Novelty Max TM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.61 max-tm score · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-200-NOVELTY-MAX-TM: length 200, Novelty Max TM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 200, Novelty Max TM ↓) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-200-QUALITY-SCRMSD: length 200, Quality scRMSD Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 21.18 ± 16.19 scrmsd score · lower Uncertainty: type: standard_deviation; value: 16.19 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-200-QUALITY-SCRMSD: length 200, Quality scRMSD Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 200, Quality scRMSD ↓) |
|---|
| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-200-QUALITY-SCTM: length 200, Quality scTM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.63 ± 0.20 sctm score · higher Uncertainty: type: standard_deviation; value: 0.20 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-200-QUALITY-SCTM: length 200, Quality scTM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 200, Quality scTM ↑) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-300-DIVERSITY-MAX-CLUST: length 300, Diversity Max Clust. Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.52 max-clust score · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-300-DIVERSITY-MAX-CLUST: length 300, Diversity Max Clust. Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 300, Diversity Max Clust. ↑) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-300-NOVELTY-MAX-TM: length 300, Novelty Max TM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.73 max-tm score · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-300-NOVELTY-MAX-TM: length 300, Novelty Max TM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 300, Novelty Max TM ↓) |
|---|
| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-300-QUALITY-SCRMSD: length 300, Quality scRMSD Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 25.5 ± 20.68 scrmsd score · lower Uncertainty: type: standard_deviation; value: 20.68 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-300-QUALITY-SCRMSD: length 300, Quality scRMSD Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 300, Quality scRMSD ↓) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-300-QUALITY-SCTM: length 300, Quality scTM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.59 ± 0.21 sctm score · higher Uncertainty: type: standard_deviation; value: 0.21 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-300-QUALITY-SCTM: length 300, Quality scTM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 300, Quality scTM ↑) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-500-DIVERSITY-MAX-CLUST: length 500, Diversity Max Clust. Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.46 max-clust score · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-500-DIVERSITY-MAX-CLUST: length 500, Diversity Max Clust. Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 500, Diversity Max Clust. ↑) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-500-NOVELTY-MAX-TM: length 500, Novelty Max TM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.78 max-tm score · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-500-NOVELTY-MAX-TM: length 500, Novelty Max TM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 500, Novelty Max TM ↓) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-500-QUALITY-SCRMSD: length 500, Quality scRMSD Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 26.72 ± 21.08 scrmsd score · lower Uncertainty: type: standard_deviation; value: 21.08 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-500-QUALITY-SCRMSD: length 500, Quality scRMSD Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 500, Quality scRMSD ↓) |
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| Configuration: ESM3 | Task: ProteinBench CO-LENGTH-500-QUALITY-SCTM: length 500, Quality scTM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.64 ± 0.20 sctm score · higher Uncertainty: type: standard_deviation; value: 0.20 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on ProteinBench CO-LENGTH-500-QUALITY-SCTM: length 500, Quality scTM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(ESM3*), column(length 500, Quality scTM ↑) |
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| Configuration: Multiflow | Task: ProteinBench CO-LENGTH-100-DIVERSITY-MAX-CLUST: length 100, Diversity Max Clust. Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.33 max-clust score · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMultiflow on ProteinBench CO-LENGTH-100-DIVERSITY-MAX-CLUST: length 100, Diversity Max Clust. Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(Multiflow), column(length 100, Diversity Max Clust. ↑) |
|---|
| Configuration: Multiflow | Task: ProteinBench CO-LENGTH-100-NOVELTY-MAX-TM: length 100, Novelty Max TM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.71 max-tm score · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMultiflow on ProteinBench CO-LENGTH-100-NOVELTY-MAX-TM: length 100, Novelty Max TM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(Multiflow), column(length 100, Novelty Max TM ↓) |
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| Configuration: Multiflow | Task: ProteinBench CO-LENGTH-100-QUALITY-SCRMSD: length 100, Quality scRMSD Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 1.10 ± 0.71 scrmsd score · lower Uncertainty: type: standard_deviation; value: 0.71 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMultiflow on ProteinBench CO-LENGTH-100-QUALITY-SCRMSD: length 100, Quality scRMSD Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(Multiflow), column(length 100, Quality scRMSD ↓) |
|---|
| Configuration: Multiflow | Task: ProteinBench CO-LENGTH-100-QUALITY-SCTM: length 100, Quality scTM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.96 ± 0.04 sctm score · higher Uncertainty: type: standard_deviation; value: 0.04 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMultiflow on ProteinBench CO-LENGTH-100-QUALITY-SCTM: length 100, Quality scTM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(Multiflow), column(length 100, Quality scTM ↑) |
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| Configuration: Multiflow | Task: ProteinBench CO-LENGTH-200-DIVERSITY-MAX-CLUST: length 200, Diversity Max Clust. Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.42 max-clust score · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMultiflow on ProteinBench CO-LENGTH-200-DIVERSITY-MAX-CLUST: length 200, Diversity Max Clust. Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(Multiflow), column(length 200, Diversity Max Clust. ↑) |
|---|
| Configuration: Multiflow | Task: ProteinBench CO-LENGTH-200-NOVELTY-MAX-TM: length 200, Novelty Max TM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.71 max-tm score · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMultiflow on ProteinBench CO-LENGTH-200-NOVELTY-MAX-TM: length 200, Novelty Max TM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(Multiflow), column(length 200, Novelty Max TM ↓) |
|---|
| Configuration: Multiflow | Task: ProteinBench CO-LENGTH-200-QUALITY-SCRMSD: length 200, Quality scRMSD Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 1.61 ± 1.73 scrmsd score · lower Uncertainty: type: standard_deviation; value: 1.73 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMultiflow on ProteinBench CO-LENGTH-200-QUALITY-SCRMSD: length 200, Quality scRMSD Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(Multiflow), column(length 200, Quality scRMSD ↓) |
|---|
| Configuration: Multiflow | Task: ProteinBench CO-LENGTH-200-QUALITY-SCTM: length 200, Quality scTM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.95 ± 0.04 sctm score · higher Uncertainty: type: standard_deviation; value: 0.04 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMultiflow on ProteinBench CO-LENGTH-200-QUALITY-SCTM: length 200, Quality scTM Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(Multiflow), column(length 200, Quality scTM ↑) |
|---|
| Configuration: Multiflow | Task: ProteinBench CO-LENGTH-300-DIVERSITY-MAX-CLUST: length 300, Diversity Max Clust. Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split) | 0.58 max-clust score · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMultiflow on ProteinBench CO-LENGTH-300-DIVERSITY-MAX-CLUST: length 300, Diversity Max Clust. Joint structure and sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Aggregation: Not reported proteinbench primary benchmark evidence · Table 5, row(Multiflow), column(length 300, Diversity Max Clust. ↑) |
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