Strengths supported by sources
- Makes trade-offs visible beyond a single generation-quality score.proteinbench official source · Official ProteinBench site: Abstract; inverse-folding and backbone-design table captions
benchmark · suite
ProteinBench
ProteinBench evaluates protein prediction, design and dynamics across several dimensions.
At a glance
Explanatory profile: source reviewed · Automated source review, 2026-09-16. This does not change the review status of its results.
| Property | Description and evidence |
|---|---|
| Record type | Evaluation frameworkproteinbench official source · Official ProteinBench site: Abstract; inverse-folding and backbone-design table captions |
| Inputs | Protein sequences, structures or task-specific design conditionsproteinbench official source · Official ProteinBench site: Abstract; inverse-folding and backbone-design table captions |
| Outputs and assessment | Separate quality, novelty, diversity and robustness measuresproteinbench official source · Official ProteinBench site: Abstract; inverse-folding and backbone-design table captions |
| Datasets | Not extracted or verified for this record. |
| Organisms | Not extracted or verified for this record. |
| Assays | Not extracted or verified for this record. |
| Splits | Not extracted or verified for this record. |
| Adaptation | Not extracted or verified for this record. |
| Baselines | Not extracted or verified for this record. |
How it works
Conceptual overview of the cited procedure; consult the pinned source for executable settings.
Read the diagram as text
- Choose protein task
- Generate predictions or designs
- Measure quality and diversity
- Inspect trade-offs
Procedure
Choose the relevant modality-to-modality task and examine its quality, novelty, diversity and robustness measures. Structure-conditioned design and backbone generation use different evaluation panels.
proteinbench official source · Official ProteinBench site: Abstract; inverse-folding and backbone-design table captionsTested models and results
Release 2026-09-16-d74d282221a9 · 0 evaluations · 0 metric rows. Different protocols are not a single leaderboard.
No evaluations linked in this release.
Strengths and limitations
Limitations and conditions
- Novelty and diversity need to be interpreted alongside quality; a computed design metric is not experimental validation.proteinbench official source · Official ProteinBench site: Abstract; inverse-folding and backbone-design table captions
Profile review details
Primary-source description checked by an automated research assistant. This is a profile review, not an independent execution or numerical reproduction.
Stable record: discovery-benchmark-proteinbenchApplicable tests and references
Applicability is distinct from a completed evaluation.
- Protein sequence recovery specialist · proposed
- ESM-IF1 · Proposed association
- ESM3 · Proposed association
- ESMFold · Proposed association
- ProteinMPNN · Proposed association
- RFdiffusion · Proposed association
Sources and history
Release 2026-09-16-d74d282221a9 · Record review: discovered
- proteinbench official source · Original source · Not reported
Technical metadata and extraction receipts
Stable ID: discovery-benchmark-proteinbench
- areas
- protein-structure
- entity level
- suite
- missing metadata
- dataset release: unextracted; metric implementation: unextracted; split manifest: unextracted; version: unextracted
- scope note
- Specialist molecular or omics evaluation; protocol details require review before numerical comparison.
- task
- Protein prediction, design and dynamics evaluation
- version
- Not reported
Related records
- applicable to: Protein sequence recovery specialist
- applicable to: ESM-IF1
- applicable to: ESM3
- applicable to: ESMFold
- applicable to: ProteinMPNN
- applicable to: RFdiffusion