ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
Zero-shot substitutions, AUC. Scored with AUC on ProteinGym substitution DMS assays. Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes.
Overview
Zero-shot substitutions, AUC. Scored with AUC on ProteinGym substitution DMS assays. Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluation design
Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.
Benchmarks
These source-backed links do not make different protocols or scores interchangeable.
Recorded evaluations
Each evaluation records what was tested and under which conditions.
- CARP (640M) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- DeepSequence (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- ESM-1b on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- ESM-1v (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- ESM-2 (15B) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- ESM-IF1 on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- EVE (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- EVmutation on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- GEMME on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- MIF-ST on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- MSA Transformer (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- ProGen2 XL on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
Run instructions
No runnable recipe has been reviewed for this task. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.
A task describes a biological question. Choose a linked protocol to obtain concrete split and scoring instructions.
Published comparisons
Explore the results reported under one evaluation protocol. Each figure keeps its source, dataset and metric together; it is not a ranking across studies. The pooled view gathers every source table that reports the same metric and names what it does not hold constant.
ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
auc (fraction) · Higher values are better for this metric.
Every method ProteinGym reports on Zero-shot substitutions, AUC, scored with AUC on ProteinGym substitution DMS assays.
Evaluation protocol · ProteinGym substitution DMS assays (ProteinGym split)
- Site-Independent · Configuration · Author-reported evaluation0.696
- WaveNet · Configuration · Author-reported evaluation0.707
- EVmutation · Configuration · Author-reported evaluation0.716
- DeepSequence (ensemble) · Configuration · Author-reported evaluation0.729
- EVE (ensemble) · Configuration · Author-reported evaluation0.741
- GEMME · Configuration · Author-reported evaluation0.749
- UniRep · Configuration · Author-reported evaluation0.605
- CARP (640M) · Configuration · Author-reported evaluation0.701
- ESM-1b · Configuration · Author-reported evaluation0.719
- ESM-2 (15B) · Configuration · Author-reported evaluation0.720
- RITA XL · Configuration · Author-reported evaluation0.707
- ESM-1v (ensemble) · Configuration · Author-reported evaluation0.723
- ProGen2 XL · Configuration · Author-reported evaluation0.717
- VESPA · Configuration · Author-reported evaluation0.742
- UniRep evotuned · Configuration · Author-reported evaluation0.693
- MSA Transformer (ensemble) · Configuration · Author-reported evaluation0.738
- Tranception L · Configuration · Author-reported evaluation0.739
- TranceptEVE L · Configuration · Author-reported evaluation0.751
- ESM-IF1 · Configuration · Author-reported evaluation0.730
- MIF-ST · Configuration · Author-reported evaluation0.718
- ProteinMPNN · Configuration · Author-reported evaluation0.639
Source order is preserved. Plotted marks show point estimates; uncertainty, where reported, is retained in the printed values and table. Differences do not establish statistical significance.
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, column(Zero-shot substitutions, AUC)Values, uncertainty and evidence
| Tested entity | Printed value | Uncertainty | Evidence |
|---|---|---|---|
| Site-Independent · Configuration | 0.696 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Alignment- Site-Independent), column(Zero-shot substitutions, AUC) |
| WaveNet · Configuration | 0.707 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(based WaveNet), column(Zero-shot substitutions, AUC) |
| EVmutation · Configuration | 0.716 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(EVmutation), column(Zero-shot substitutions, AUC) |
| DeepSequence (ensemble) · Configuration | 0.729 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(DeepSequence (ensemble)), column(Zero-shot substitutions, AUC) |
| EVE (ensemble) · Configuration | 0.741 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(EVE (ensemble)), column(Zero-shot substitutions, AUC) |
| GEMME · Configuration | 0.749 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(GEMME), column(Zero-shot substitutions, AUC) |
| UniRep · Configuration | 0.605 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Protein UniRep), column(Zero-shot substitutions, AUC) |
| CARP (640M) · Configuration | 0.701 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(language CARP (640M)), column(Zero-shot substitutions, AUC) |
| ESM-1b · Configuration | 0.719 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ESM-1b), column(Zero-shot substitutions, AUC) |
| ESM-2 (15B) · Configuration | 0.720 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ESM-2 (15B)), column(Zero-shot substitutions, AUC) |
| RITA XL · Configuration | 0.707 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(RITA XL), column(Zero-shot substitutions, AUC) |
| ESM-1v (ensemble) · Configuration | 0.723 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ESM-1v (ensemble)), column(Zero-shot substitutions, AUC) |
| ProGen2 XL · Configuration | 0.717 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ProGen2 XL), column(Zero-shot substitutions, AUC) |
| VESPA · Configuration | 0.742 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(VESPA), column(Zero-shot substitutions, AUC) |
| UniRep evotuned · Configuration | 0.693 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Hybrid UniRep evotuned), column(Zero-shot substitutions, AUC) |
| MSA Transformer (ensemble) · Configuration | 0.738 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(MSA Transformer (ensemble)), column(Zero-shot substitutions, AUC) |
| Tranception L · Configuration | 0.739 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Tranception L), column(Zero-shot substitutions, AUC) |
| TranceptEVE L · Configuration | 0.751 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(TranceptEVE L), column(Zero-shot substitutions, AUC) |
| ESM-IF1 · Configuration | 0.730 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Inverse ESM-IF1), column(Zero-shot substitutions, AUC) |
| MIF-ST · Configuration | 0.718 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Folding MIF-ST), column(Zero-shot substitutions, AUC) |
| ProteinMPNN · Configuration | 0.639 fraction | Not reported | Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ProteinMPNN), column(Zero-shot substitutions, AUC) |
Scope and limitations
- Author-reported numbers, source checked but not independently reproduced.
- MSE is better when lower; every other metric here is better when higher.
- Zero-shot, supervised and indel benchmarks use different protocols and assay sets, so their figures are not comparable to each other.
Source transcription and grouping reviewed by automated source review on 2026-09-18. These experiments were not independently reproduced by rewire.
Tested entities and results
Release 2026-09-17-134cd1815de8 · 21 evaluations · 21 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 |
|---|---|---|
| CARP (640M) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: CARP (640M)Task: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.701 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(language CARP (640M)), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| DeepSequence (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: DeepSequence (ensemble)Task: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.729 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(DeepSequence (ensemble)), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| ESM-1b on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: ESM-1bTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.719 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ESM-1b), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| ESM-1v (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: ESM-1v (ensemble)Task: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.723 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ESM-1v (ensemble)), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| ESM-2 (15B) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: ESM-2 (15B)Task: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.720 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ESM-2 (15B)), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| ESM-IF1 on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: ESM-IF1Task: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.730 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Inverse ESM-IF1), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| EVE (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: EVE (ensemble)Task: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.741 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(EVE (ensemble)), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| EVmutation on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: EVmutationTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.716 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(EVmutation), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| GEMME on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: GEMMETask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.749 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(GEMME), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| MIF-ST on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: MIF-STTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.718 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Folding MIF-ST), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| MSA Transformer (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: MSA Transformer (ensemble)Task: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.738 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(MSA Transformer (ensemble)), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| ProGen2 XL on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: ProGen2 XLTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.717 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ProGen2 XL), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| ProteinMPNN on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: ProteinMPNNTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.639 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(ProteinMPNN), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| RITA XL on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: RITA XLTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.707 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(RITA XL), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| Site-Independent on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: Site-IndependentTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.696 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Alignment- Site-Independent), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| TranceptEVE L on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: TranceptEVE LTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.751 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(TranceptEVE L), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| Tranception L on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: Tranception LTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.739 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Tranception L), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| UniRep evotuned on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: UniRep evotunedTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.693 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Hybrid UniRep evotuned), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| UniRep on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: UniRepTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.605 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(Protein UniRep), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| VESPA on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: VESPATask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.742 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(VESPA), column(Zero-shot substitutions, AUC) Source checking is not independent reproduction. |
| WaveNet on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC Configuration: WaveNetTask: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUCDataset subset: ProteinGym substitution DMS assays (ProteinGym split) Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.707 auc Unit: fraction · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 2, row(based WaveNet), column(Zero-shot substitutions, AUC) 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.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Relationship: part of discovery-benchmark-proteingym Individual claims | ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design Table 2, column(Zero-shot substitutions, AUC) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | source checked automated source review · 2026-09-18 Audit detailsPrimary-source transcription with no human sign-off and no independent reproduction. Field: Claim: proteingym-association-zs-sub-auc Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Sources and history
Release 2026-09-17-134cd1815de8 · Record review: source checked
1 source records and release history
- ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Original source · Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Technical metadata and extraction receipts
Stable ID: proteingym-task-zs-sub-auc
- areas
- proteins-complexes
- tasks
- Zero-shot substitutions, AUC
- metric
- AUC
- metric direction
- higher
- dataset
- ProteinGym substitution DMS assays
- protocol
- Zero-shot scoring of substitution assays, averaged over assays with the correction the paper describes.
- source locator
- Table 2, column(Zero-shot substitutions, AUC)
- comparison panels
- id: proteingym-panel-zs-sub-auc; title: ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC; protocol id: proteingym-task-zs-sub-auc; dataset id: proteingym-dataset-proteingym-substitution-dms-assays; metric: auc; unit: fraction; direction: higher; result ids: proteingym-result-site-independent-zs-sub-auc-auc; proteingym-result-wavenet-zs-sub-auc-auc; proteingym-result-evmutation-zs-sub-auc-auc; proteingym-result-deepsequence-ensemble-zs-sub-auc-auc; proteingym-result-eve-ensemble-zs-sub-auc-auc; proteingym-result-gemme-zs-sub-auc-auc; proteingym-result-unirep-zs-sub-auc-auc; proteingym-result-carp-640m-zs-sub-auc-auc; proteingym-result-esm-1b-zs-sub-auc-auc; proteingym-result-esm-2-15b-zs-sub-auc-auc; proteingym-result-rita-xl-zs-sub-auc-auc; proteingym-result-esm-1v-ensemble-zs-sub-auc-auc; proteingym-result-progen2-xl-zs-sub-auc-auc; proteingym-result-vespa-zs-sub-auc-auc; proteingym-result-unirep-evotuned-zs-sub-auc-auc; proteingym-result-msa-transformer-ensemble-zs-sub-auc-auc; proteingym-result-tranception-l-zs-sub-auc-auc; proteingym-result-trancepteve-l-zs-sub-auc-auc; proteingym-result-esm-if1-zs-sub-auc-auc; proteingym-result-mif-st-zs-sub-auc-auc; proteingym-result-proteinmpnn-zs-sub-auc-auc; source ids: evidence-expansion-proteingym-a3b08cc4; source locator: Table 2, column(Zero-shot substitutions, AUC); context: Every method ProteinGym reports on Zero-shot substitutions, AUC, scored with AUC on ProteinGym substitution DMS assays.; caveats: Author-reported numbers, source checked but not independently reproduced.; MSE is better when lower; every other metric here is better when higher.; Zero-shot, supervised and indel benchmarks use different protocols and assay sets, so their figures are not comparable to each other.; review: method: automated_source_review; date: 2026-09-18
Related records
- part of: ProteinGym
- subject: ProteinGym ZS-SUB-AUC: part of discovery-benchmark-proteingym
- benchmark: CARP (640M) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: DeepSequence (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: ESM-1b on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: ESM-1v (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: ESM-2 (15B) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: ESM-IF1 on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: EVE (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: EVmutation on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: GEMME on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: MIF-ST on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: MSA Transformer (ensemble) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: ProGen2 XL on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: ProteinMPNN on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: RITA XL on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: Site-Independent on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: TranceptEVE L on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: Tranception L on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: UniRep evotuned on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: UniRep on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: VESPA on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC
- benchmark: WaveNet on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC