rewirebio.iobenchmarks
Evaluation

ProkBERT-mini: E. coli sigma70 promoter prediction

Evaluation results

1 evaluation · 4 results. Different protocols are not a single leaderboard.

Protocol: E. coli sigma70 independent promoter test (E. coli sigma70 promoter prediction) · Dataset: E. coli sigma70 promoter dataset

Sorted by Accuracy (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configurationAccuracyMCCRecallSpecificity
ProkBERT-miniEvaluation0.870.740.90.85
All 4 result rows with coverage, uncertainty and sources
Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: ProkBERT-miniProtocol: E. coli sigma70 independent promoter test (E. coli sigma70 promoter prediction)
Dataset: E. coli sigma70 promoter dataset
0.87 Accuracy
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ProkBERT-mini: E. coli sigma70 promoter prediction

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.

Aggregation: Not reported

ProkBERT family: genomic language models for microbiome applications; ProkBERT family: genomic language models for microbiome applications · Table 3, ProkBERT-mini row, Accuracy column
Configuration: ProkBERT-miniProtocol: E. coli sigma70 independent promoter test (E. coli sigma70 promoter prediction)
Dataset: E. coli sigma70 promoter dataset
0.9 Recall
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ProkBERT-mini: E. coli sigma70 promoter prediction

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.

Aggregation: Not reported

ProkBERT family: genomic language models for microbiome applications · Table 3, row ProkBERT-mini, column Sensitivity; XML row2 column4
Configuration: ProkBERT-miniProtocol: E. coli sigma70 independent promoter test (E. coli sigma70 promoter prediction)
Dataset: E. coli sigma70 promoter dataset
0.85 Specificity
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ProkBERT-mini: E. coli sigma70 promoter prediction

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.

Aggregation: Not reported

ProkBERT family: genomic language models for microbiome applications · Table 3, row ProkBERT-mini, column Specificity; XML row2 column5
Configuration: ProkBERT-miniProtocol: E. coli sigma70 independent promoter test (E. coli sigma70 promoter prediction)
Dataset: E. coli sigma70 promoter dataset
0.74 MCC
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ProkBERT-mini: E. coli sigma70 promoter prediction

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.

Aggregation: Not reported

ProkBERT family: genomic language models for microbiome applications · Table 3, row ProkBERT-mini, column MCC; XML row2 column3

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Evaluation procedure

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.

Configuration
ProkBERT-mini
Protocol
E. coli sigma70 independent promoter test (E. coli sigma70 promoter prediction)
Dataset
E. coli sigma70 promoter dataset
origin
Author-reported evaluation
configuration
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
protocol id
paper-protocol-94fa3494d41bcd98d2
dataset version
Not reported
split
865 high-evidence RegulonDB 10.5 promoters and 1,000 nucleotide-distribution-matched negative sequences. Promoter exact matches removed from model training.
subset
E. coli sigma70 independent promoter test
population
Not reported
aggregation
Not reported
inputs
Not reported
adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
budget
Not reported
metric implementation
Not reported

Metadata review: needs review. Unreported conditions prevent automatic comparisons.

Reproduction

Split
865 high-evidence RegulonDB 10.5 promoters and 1,000 nucleotide-distribution-matched negative sequences. Promoter exact matches removed from model training.
Adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Scoring implementation
Not reported

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.

Evidence

Source checking verifies the cited claim or transcription. It does not establish 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.

38 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Comparison: adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-17T07:56:14.890826+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-16T10:33:36.197Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: aggregation
Not reported
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-17T07:56:14.890826+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: aggregation
Not reported
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-16T10:33:36.197Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: budget
Not reported
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-17T07:56:14.890826+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: budget
Not reported
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-16T10:33:36.197Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-17T07:56:14.890826+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-16T10:33:36.197Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: inputs
Not reported
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-17T07:56:14.890826+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: inputs
Not reported
Context-only references
ProkBERT family: genomic language models for microbiome applications

Original source ↗

Table 3: Specificity, E. coli sigma70 independent promoter test

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC10810988.1
Retrieved: 2026-09-16T10:33:36.197Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 8610e2a54aa877c8dc565a9cdb6e82099f284c5e0907a52cab18d994ea732436

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: needs review

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: evaluation-lit-033

areas
microbes-communities
tasks
E. coli sigma70 promoter prediction
origin
author_reported
protocol
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.
version
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
comparison
protocol id: paper-protocol-94fa3494d41bcd98d2; dataset version: Not reported; split: 865 high-evidence RegulonDB 10.5 promoters and 1,000 nucleotide-distribution-matched negative sequences. Promoter exact matches removed from model training.; subset: E. coli sigma70 independent promoter test; population: Not reported; aggregation: Not reported; inputs: Not reported; adaptation: Paper-specific evaluated pipeline; exact checkpoint not inferred from label; budget: Not reported; metric implementation: Not reported
missing metadata
budget: reason: unreported; checkpoint revision: reason: unextracted; split manifest: reason: unextracted
source locator
Table 3: Specificity, E. coli sigma70 independent promoter test
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