DPLM (650M) on ProteinBench SEQ-LENGTH-100-QUALITY-PPL: length 100, Quality ppl
ProteinBench evaluation of DPLM (650M) on length 100, Quality ppl, scored with ppl.
Methods and reproduction
ProteinBench evaluation of DPLM (650M) on length 100, Quality ppl, scored with ppl.
- task
- ProteinBench SEQ-LENGTH-100-QUALITY-PPL: length 100, Quality ppl
- configuration
- DPLM (650M)
- dataset subset
- Generated sequences at fixed lengths (ProteinBench split)
- Split
- Not reported
- Adaptation
- Not reported
- Scoring implementation
- ppl
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 procedure
Unconditional sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs.
- Configuration
- DPLM (650M)
- Task
- ProteinBench SEQ-LENGTH-100-QUALITY-PPL: length 100, Quality ppl
- Dataset subset
- Generated sequences at fixed lengths (ProteinBench split)
- origin
- Author-reported evaluation
- configuration
- Not reported
- protocol id
- proteinbench-task-seq-length-100-quality-ppl
- metric implementation
- ppl
Metadata review: source checked. Unreported conditions prevent automatic comparisons.
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 (650M) on ProteinBench SEQ-LENGTH-100-QUALITY-PPL: length 100, Quality ppl Configuration: DPLM (650M)Task: ProteinBench SEQ-LENGTH-100-QUALITY-PPL: length 100, Quality pplDataset subset: Generated sequences at fixed lengths (ProteinBench split) Unconditional sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Author-reported evaluation · Evaluation metadata: source checked | ||
| 6.21 ± 3.10 ppl Unit: score · Direction: lower | Uncertainty: type: standard deviation; value: 3.10 Scored: Not reported · Eligible: Not reported | source checkedproteinbench primary benchmark evidence · Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) 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.
10 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.metric_implementation ppl Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.protocol_id proteinbench-task-seq-length-100-quality-ppl Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.origin author_reported Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.protocol Unconditional sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs. Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.source_locator Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| description ProteinBench evaluation of DPLM (650M) on length 100, Quality ppl, scored with ppl. Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: benchmark proteinbench-task-seq-length-100-quality-ppl Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: dataset proteinbench-dataset-generated-sequences-at-fixed-lengths Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: model proteinbench-method-dplm-650m Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name DPLM (650M) on ProteinBench SEQ-LENGTH-100-QUALITY-PPL: length 100, Quality ppl Context-only references | proteinbench primary benchmark evidence Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓) Version: 2409.06744v1 | not individually reviewed No individual claim review recorded author reported 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
- proteinbench primary benchmark evidence · Original source · 2409.06744v1
Technical metadata and extraction receipts
Stable ID: proteinbench-evaluation-dplm-650m-seq-length-100-quality-ppl
- areas
- proteins-complexes
- tasks
- length 100, Quality ppl
- origin
- author_reported
- protocol
- Unconditional sequence generation at a fixed length. Values are the mean and standard deviation over repeated runs.
- comparison
- protocol id: proteinbench-task-seq-length-100-quality-ppl; metric implementation: ppl
- missing metadata
- checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
- source locator
- Table 4, row(DPLM (650M)), column(length 100, Quality ppl ↓)