ESM-IF1
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
Release 2026-09-17-134cd1815de8 · 10 evaluations · 10 metric rows. Different protocols are not a single leaderboard. Where several source tables report the same metric, the published comparisons above offer a pooled view that names what it does not hold constant.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-100-PLDDT: De novo backbones based sequence design, length 100 pLDDT Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-100-PLDDT: De novo backbones based sequence design, length 100 pLDDTDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 88.83 plddt Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 100 pLDDT ↑) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-100-SCTM: De novo backbones based sequence design, length 100 scTM Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-100-SCTM: De novo backbones based sequence design, length 100 scTMDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.810 sctm Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 100 scTM ↑) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-200-PLDDT: De novo backbones based sequence design, length 200 pLDDT Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-200-PLDDT: De novo backbones based sequence design, length 200 pLDDTDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 69.67 plddt Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 200 pLDDT ↑) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-200-SCTM: De novo backbones based sequence design, length 200 scTM Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-200-SCTM: De novo backbones based sequence design, length 200 scTMDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.635 sctm Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 200 scTM ↑) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-300-PLDDT: De novo backbones based sequence design, length 300 pLDDT Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-300-PLDDT: De novo backbones based sequence design, length 300 pLDDTDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 74.36 plddt Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 300 pLDDT ↑) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-300-SCTM: De novo backbones based sequence design, length 300 scTM Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-300-SCTM: De novo backbones based sequence design, length 300 scTMDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.336 sctm Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 300 scTM ↑) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-400-PLDDT: De novo backbones based sequence design, length 400 pLDDT Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-400-PLDDT: De novo backbones based sequence design, length 400 pLDDTDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 64.59 plddt Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 400 pLDDT ↑) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-400-SCTM: De novo backbones based sequence design, length 400 scTM Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-400-SCTM: De novo backbones based sequence design, length 400 scTMDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.449 sctm Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 400 scTM ↑) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-500-PLDDT: De novo backbones based sequence design, length 500 pLDDT Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-500-PLDDT: De novo backbones based sequence design, length 500 pLDDTDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 58.97 plddt Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 500 pLDDT ↑) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-500-SCTM: De novo backbones based sequence design, length 500 scTM Configuration: ESM-IF1Task: ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-500-SCTM: De novo backbones based sequence design, length 500 scTMDataset subset: CASP, CAMEO and de novo backbones (ProteinBench split) Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.462 sctm Unit: score · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 2, row(ESM-IF1), column(De novo backbones based sequence design, length 500 scTM ↑) Source checking is not independent reproduction. |
Evidence table
Inspect claims, sources and review details
Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.
One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
0 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|
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Sources and history
Release 2026-09-17-134cd1815de8 · Record review: source checked
1 source records and release history
- proteinbench primary benchmark evidence · Original source · 2409.06744v1
Technical metadata and extraction receipts
Stable ID: proteinbench-method-esm-if1
- areas
- proteins-complexes
- source locator
- Table 2, row(ESM-IF1)
- missing metadata
- checkpoint revision: unreported; parameters: unextracted
Related records
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-100-PLDDT: De novo backbones based sequence design, length 100 pLDDT
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-100-SCTM: De novo backbones based sequence design, length 100 scTM
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-200-PLDDT: De novo backbones based sequence design, length 200 pLDDT
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-200-SCTM: De novo backbones based sequence design, length 200 scTM
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-300-PLDDT: De novo backbones based sequence design, length 300 pLDDT
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-300-SCTM: De novo backbones based sequence design, length 300 scTM
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-400-PLDDT: De novo backbones based sequence design, length 400 pLDDT
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-400-SCTM: De novo backbones based sequence design, length 400 scTM
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-500-PLDDT: De novo backbones based sequence design, length 500 pLDDT
- model: ESM-IF1 on ProteinBench IF-DE-NOVO-BACKBONES-BASED-SEQUENCE-DESIGN-LENGTH-500-SCTM: De novo backbones based sequence design, length 500 scTM