rewire.itbenchmarks
Evaluation

PhiSpy: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

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Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified

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Read reviewed discrepancy investigations

Evaluation results

1 evaluation · 6 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: PhiSpyProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.585 MCC
unitless · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

PhiSpy: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row PhiSpy, column MCC; XML row14 column7
Configuration: PhiSpyProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.668 Recall
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

PhiSpy: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row PhiSpy, column Recall; XML row14 column3
Configuration: PhiSpyProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.604 Precision
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

PhiSpy: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row PhiSpy, column Precision; XML row14 column2
Configuration: PhiSpyProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.567 F1
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

PhiSpy: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row PhiSpy, column F1; XML row14 column6
Configuration: PhiSpyProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.018 FPR
fraction · lower

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

PhiSpy: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row PhiSpy, column FPR; XML row14 column5
Configuration: PhiSpyProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.982 Specificity
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

PhiSpy: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row PhiSpy, column Specificity; XML row14 column4

Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.

Evaluation procedure

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Configuration
PhiSpy
Protocol
Genome-wide prophage detection (Genome-wide prophage detection)
Dataset
LAMBDA genome-wide prophage test
origin
Author-reported evaluation
configuration
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
protocol id
paper-protocol-41c6e227215346177d
dataset version
Not reported
split
80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.
subset
Genome-wide prophage detection
population
Not reported
aggregation
Region-level metrics macro-averaged across genomes.
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
80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.
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.

19 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statementOriginal source and locationReview and provenance
attributes.comparison.adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.aggregation
Region-level metrics macro-averaged across genomes.
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.budget
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.dataset_version
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.inputs
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.metric_implementation
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.population
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id
paper-protocol-41c6e227215346177d
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.split
80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.subset
Genome-wide prophage detection
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: Precision, Genome-wide prophage detection

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.subset

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: needs review

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: paper-evaluation-6bcbd52ed5d348a255

areas
microbes-communities
tasks
Genome-wide prophage detection
origin
author_reported
protocol
Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.
version
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
comparison
protocol id: paper-protocol-41c6e227215346177d; dataset version: Not reported; split: 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.; subset: Genome-wide prophage detection; population: Not reported; aggregation: Region-level metrics macro-averaged across genomes.; inputs: Not reported; adaptation: Paper-specific evaluated pipeline; exact checkpoint not inferred from label; budget: Not reported; metric implementation: Not reported
source locator
Table 5.: Precision, Genome-wide prophage detection
missing metadata
checkpoint revision: unextracted; budget: unreported; split manifest: unextracted
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