Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
PHASTER as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label
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
1 evaluation · 6 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: PHASTER | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.011 FPR fraction · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePHASTER: 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 PHASTER, column FPR; XML row4 column5 |
| Configuration: PHASTER | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.764 Precision fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePHASTER: 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 PHASTER, column Precision; XML row4 column2 |
| Configuration: PHASTER | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.786 MCC unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePHASTER: 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 PHASTER, column MCC; XML row4 column7 |
| Configuration: PHASTER | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.989 Specificity fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePHASTER: 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 PHASTER, column Specificity; XML row4 column4 |
| Configuration: PHASTER | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.855 Recall fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePHASTER: 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 PHASTER, column Recall; XML row4 column3 |
| Configuration: PHASTER | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.78 F1 fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePHASTER: 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 PHASTER, column F1; XML row4 column6 |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
No source-reviewed explanatory claims are recorded here yet.
No source-reviewed explanatory claims are recorded here yet.
Primary-source transcription and separate automated review. No human sign-off or experimental reproduction.
Stable record: paper-model-4b6b5df37bc0a8bbc9Explanatory 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 |
|---|---|
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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 | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5., row PHASTER, column Precision; XML row4 column2 Version: PMC13041943.1 | 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 PHASTER as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label Individual claims | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5., row PHASTER, column Precision; XML row4 column2 Version: PMC13041943.1 | 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. |
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Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: paper-model-4b6b5df37bc0a8bbc9