Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
Configuration
MULTiPly
MULTiPly as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Sources
ProkBERT family: genomic language models for microbiome applications · Table 3, row MULTiPly, column Accuracy; XML row16 column2At a glance
Key specifications have not been extracted for this record. See the linked evaluation and sources for the reported setup.
limited source coverage · Automated source review, 2026-09-17. All specifications and missing details
Evaluations and results
Release 2026-09-17-d277315f7d76 · 1 evaluation · 4 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| MULTiPly: E. coli sigma70 independent promoter test Configuration: MULTiPlyProtocol: E. coli sigma70 independent promoter test (E. coli sigma70 promoter prediction)Dataset: E. coli sigma70 promoter dataset Test-only evaluation on Cassiano and Silva-Rocha 2020 data; methods have different training histories. 865 high-evidence RegulonDB 10.5 promoters and 1,000 nucleotide-distribution-matched negative sequences. Promoter exact matches removed from model training. Independent external evaluation · Evaluation metadata: needs review | ||
| 0.92 Sensitivity Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedProkBERT family: genomic language models for microbiome applications · Table 3, row MULTiPly, column Sensitivity; XML row16 column4 Source checking is not independent reproduction. |
| 0.54 Accuracy Unit: unitless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedProkBERT family: genomic language models for microbiome applications · Table 3, row MULTiPly, column Accuracy; XML row16 column2 Source checking is not independent reproduction. |
| 0.22 Specificity Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedProkBERT family: genomic language models for microbiome applications · Table 3, row MULTiPly, column Specificity; XML row16 column5 Source checking is not independent reproduction. |
| 0.19 MCC Unit: dimensionless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedProkBERT family: genomic language models for microbiome applications · Table 3, row MULTiPly, column MCC; XML row16 column3 Source checking is not independent reproduction. |
How it works
Evaluation in this paper
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Sources
ProkBERT family: genomic language models for microbiome applications · Table 3, row MULTiPly, column Accuracy; XML row16 column2Strengths and limitations
Limitations and conditions
No source-reviewed explanatory claims are recorded here yet.
Profile review details
Primary-source transcription and separate automated review. No human sign-off or experimental reproduction.
Stable record: paper-model-57b23bfde292b155a1Specifications
Inputs, training, access and other details
Explanatory profile: limited source coverage · Automated source review, 2026-09-17. Review applies to the cited claims; unresolved fields are listed below. Numerical results retain their own review status.
| Property | Description and evidence |
|---|---|
| Model type | Not extracted or verified for this record. |
| Inputs | Not extracted or verified for this record. |
| Outputs | Not extracted or verified for this record. |
| Parameters | Not extracted or verified for this record. |
| Known versions | Not extracted or verified for this record. |
| Training data | Not extracted or verified for this record. |
| Context limits | Not extracted or verified for this record. |
| Access | Not extracted or verified for this record. |
| Code licence | Not extracted or verified for this record. |
| Weights licence | Not extracted or verified for this record. |
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 |
|---|---|---|
| Evaluation in this paper Paper-specific evaluated pipeline; exact checkpoint not inferred from label Individual claims | ProkBERT family: genomic language models for microbiome applications Table 3, row MULTiPly, column Accuracy; XML row16 column2 Version: PMC10810988.1 | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated review. No human sign-off or experimental reproduction. Field: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Introduction MULTiPly as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label Individual claims | ProkBERT family: genomic language models for microbiome applications Table 3, row MULTiPly, column Accuracy; XML row16 column2 Version: PMC10810988.1 | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated review. No human sign-off or experimental reproduction. Field: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Sources and history
Release 2026-09-17-d277315f7d76 · Record review: needs review
1 source records and release history
- ProkBERT family: genomic language models for microbiome applications · Original source · PMC10810988.1
Technical metadata and extraction receipts
Stable ID: paper-model-57b23bfde292b155a1
- areas
- microbes-communities
- tasks
- E. coli sigma70 promoter prediction
- entity level
- method
- configuration type
- reported_configuration
- version
- Paper-specific evaluated pipeline; exact checkpoint not inferred from label
- legacy kinds
- model
- entity classification
- review date: 2026-09-17; rationale: This source-scoped entry preserves the method/configuration actually named in an evaluation. It is neither a global family identity nor proof of an immutable checkpoint; the linked evaluation retains adaptation, fitting and scoring details.; source ids: part2-prokbert-2024; source locator: Table 3, row MULTiPly, column Accuracy; XML row16 column2; ambiguities: Configuration means the source-labelled evaluated identity. It does not establish missing checkpoint hashes, default settings or equivalence to same-named records in other papers.