0.42922 spearman
DPLM · PFMBench PROTEINGYM-ZS · Spearman
- Tested configuration
- DPLM
- Task
- PFMBench PROTEINGYM-ZS: ProteinGym zero-shot variant effect prediction
- Dataset subset
- ProteinGym (PFMBench split)
- Procedure
- Scored zero-shot, with no fine-tuning, as reported in PFMBench Table 4.
- Evaluation
- DPLM on PFMBench PROTEINGYM-ZS: ProteinGym zero-shot variant effect prediction
- Evidence
- Author-reported evaluation · source checkedpfmbench primary benchmark evidence · Table 4, row(DPLM [ 68 ]), column(ProteinGym)
A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.
Methods and reproduction
PFMBench evaluation of DPLM on ProteinGym zero-shot variant effect prediction, scored with Spearman.
- task
- PFMBench PROTEINGYM-ZS: ProteinGym zero-shot variant effect prediction
- configuration
- DPLM
- dataset subset
- ProteinGym (PFMBench split)
- Split
- Not reported
- Adaptation
- Not reported
- Scoring implementation
- Spearman
No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.
Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.
Evaluation results
Release 2026-09-17-134cd1815de8 · 1 evaluation · 1 metric row. 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 PROTEINGYM-ZS: ProteinGym zero-shot variant effect prediction Configuration: DPLMTask: PFMBench PROTEINGYM-ZS: ProteinGym zero-shot variant effect predictionDataset subset: ProteinGym (PFMBench split) Scored zero-shot, with no fine-tuning, as reported in PFMBench Table 4. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.42922 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedpfmbench primary benchmark evidence · Table 4, row(DPLM [ 68 ]), column(ProteinGym) 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 |
|---|---|---|
| Reported result 0.42922 Individual claims | pfmbench primary benchmark evidence Table 4, row(DPLM [ 68 ]), column(ProteinGym) Version: 2506.14796v1 | source checked Deterministic parse of the pinned HTML tables, with row and column counts asserted · 2026-09-18 author reported Audit detailsSource checked, not reproduced. Metrics differ by task, so no composite score across tasks is computed or implied. Field: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. Extraction artifact SHA-256: |
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-result-dplm-proteingym-zs-spearman
- areas
- proteins-complexes
- tasks
- ProteinGym zero-shot variant effect prediction
- metric
- spearman
- metric direction
- higher
- unit
- correlation
- printed value
- 0.42922
- numeric value
- 0.42922
- uncertainty
- Not reported
- source locator
- Table 4, row(DPLM [ 68 ]), column(ProteinGym)
- missing metadata
- denominator: unextracted; seeds: unreported
- review
- method: Deterministic parse of the pinned HTML tables, with row and column counts asserted; reviewer: Codex research agent; no human review claimed; date: 2026-09-18; artifact sha256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2; retrieval url: https://arxiv.org/html/2506.14796v1; notes: Source checked, not reproduced. Metrics differ by task, so no composite score across tasks is computed or implied.