Configuration

Multiflow

Protein model evaluated by the ProteinBench authors under their harness.

Overview

Protein model evaluated by the ProteinBench authors under their harness.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Evaluations and results

16 evaluations · 16 results. Different protocols are not a single leaderboard.

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Tested model or methodProtocolDatasetEvaluation setupMetricEvidence origin

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
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 checked Methods, coverage and source Multiflow 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 checked Methods, coverage and source Multiflow 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 ↓)
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 checked Methods, coverage and source Multiflow 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 checked Methods, coverage and source Multiflow 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 ↑)
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 checked Methods, coverage and source Multiflow 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 checked Methods, coverage and source Multiflow 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 checked Methods, coverage and source Multiflow 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 checked Methods, coverage and source Multiflow 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 checked Methods, coverage and source Multiflow 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. ↑)
Configuration: Multiflow	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)	0.71 max-tm score · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Multiflow 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(Multiflow), column(length 300, Novelty Max TM ↓)
Configuration: Multiflow	Task: ProteinBench CO-LENGTH-300-QUALITY-SCRMSD: length 300, Quality scRMSD Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split)	2.14 ± 3.24 scrmsd score · lower Uncertainty: type: standard_deviation; value: 3.24 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Multiflow 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(Multiflow), column(length 300, Quality scRMSD ↓)
Configuration: Multiflow	Task: ProteinBench CO-LENGTH-300-QUALITY-SCTM: length 300, Quality scTM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split)	0.96 ± 0.06 sctm score · higher Uncertainty: type: standard_deviation; value: 0.06 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Multiflow 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(Multiflow), column(length 300, Quality scTM ↑)
Configuration: Multiflow	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)	0.62 max-clust score · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Multiflow 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(Multiflow), column(length 500, Diversity Max Clust. ↑)
Configuration: Multiflow	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)	0.71 max-tm score · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Multiflow 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(Multiflow), column(length 500, Novelty Max TM ↓)
Configuration: Multiflow	Task: ProteinBench CO-LENGTH-500-QUALITY-SCRMSD: length 500, Quality scRMSD Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split)	2.71 ± 3.65 scrmsd score · lower Uncertainty: type: standard_deviation; value: 3.65 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Multiflow 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(Multiflow), column(length 500, Quality scRMSD ↓)
Configuration: Multiflow	Task: ProteinBench CO-LENGTH-500-QUALITY-SCTM: length 500, Quality scTM Dataset subset: Co-generated structures and sequences at fixed lengths (ProteinBench split)	0.95 ± 0.07 sctm score · higher Uncertainty: type: standard_deviation; value: 0.07 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Multiflow 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(Multiflow), column(length 500, Quality scTM ↑)

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