TAPE_Stability (PFMBench split)
The split of TAPE_Stability that PFMBench evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits.
Subset and evaluation context
This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.
Evaluation results
Release 2026-09-17-134cd1815de8 · 12 evaluations · 12 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 |
|---|---|---|
| DPLM on PFMBench STABILITY: TAPE_Stability Configuration: DPLMTask: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.29440 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(DPLM [ 68 ]), column(Stability) Source checking is not independent reproduction. |
| ESM-2 on PFMBench STABILITY: TAPE_Stability Configuration: ESM-2Task: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.32112 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(ESM-2 [ 35 ]), column(Stability) Source checking is not independent reproduction. |
| ESM-C on PFMBench STABILITY: TAPE_Stability Configuration: ESM-CTask: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.29976 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(ESM-C), column(Stability) Source checking is not independent reproduction. |
| ESM3 on PFMBench STABILITY: TAPE_Stability Configuration: ESM3Task: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.15650 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(ESM3 [ 18 ]), column(Stability) Source checking is not independent reproduction. |
| PGLM on PFMBench STABILITY: TAPE_Stability Configuration: PGLMTask: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0 .33127 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(PGLM [ 5 ]), column(Stability) Source checking is not independent reproduction. |
| ProstT5 on PFMBench STABILITY: TAPE_Stability Configuration: ProstT5Task: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.13032 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(ProstT5 [ 21 ]), column(Stability) Source checking is not independent reproduction. |
| ProtGPT2 on PFMBench STABILITY: TAPE_Stability Configuration: ProtGPT2Task: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.14803 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(ProtGPT2 [ 12 ]), column(Stability) Source checking is not independent reproduction. |
| ProTrek on PFMBench STABILITY: TAPE_Stability Configuration: ProTrekTask: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.04924 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(ProTrek [ 56 ]), column(Stability) Source checking is not independent reproduction. |
| ProtST on PFMBench STABILITY: TAPE_Stability Configuration: ProtSTTask: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.06623 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(ProtST [ 71 ]), column(Stability) Source checking is not independent reproduction. |
| ProtT5 on PFMBench STABILITY: TAPE_Stability Configuration: ProtT5Task: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.18638 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(ProtT5 [ 11 ]), column(Stability) Source checking is not independent reproduction. |
| SaProt on PFMBench STABILITY: TAPE_Stability Configuration: SaProtTask: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.24804 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(SaProt [ 55 ]), column(Stability) Source checking is not independent reproduction. |
| VenusPLM on PFMBench STABILITY: TAPE_Stability Configuration: VenusPLMTask: PFMBench STABILITY: TAPE_StabilityDataset subset: TAPE_Stability (PFMBench split) Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.33907 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 3, row(VenusPLM [ 59 ]), column(Stability) 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.
2 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| description The split of TAPE_Stability that PFMBench evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits. Context-only references | pfmbench primary benchmark evidence No field-specific location recorded Version: 2506.14796v1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name TAPE_Stability (PFMBench split) Context-only references | pfmbench primary benchmark evidence No field-specific location recorded Version: 2506.14796v1 | not individually reviewed No individual claim review recorded Audit detailsField: 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
- pfmbench primary benchmark evidence · Original source · 2506.14796v1
Technical metadata and extraction receipts
Stable ID: pfmbench-dataset-tape-stability
- areas
- proteins-complexes
- missing metadata
- version: unreported; url: unextracted
Related records
- dataset: DPLM on PFMBench STABILITY: TAPE_Stability
- dataset: ESM-2 on PFMBench STABILITY: TAPE_Stability
- dataset: ESM-C on PFMBench STABILITY: TAPE_Stability
- dataset: ESM3 on PFMBench STABILITY: TAPE_Stability
- dataset: PGLM on PFMBench STABILITY: TAPE_Stability
- dataset: ProstT5 on PFMBench STABILITY: TAPE_Stability
- dataset: ProtGPT2 on PFMBench STABILITY: TAPE_Stability
- dataset: ProTrek on PFMBench STABILITY: TAPE_Stability
- dataset: ProtST on PFMBench STABILITY: TAPE_Stability
- dataset: ProtT5 on PFMBench STABILITY: TAPE_Stability
- dataset: SaProt on PFMBench STABILITY: TAPE_Stability
- dataset: VenusPLM on PFMBench STABILITY: TAPE_Stability