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.
These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.
Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified
Exact outcomes, predictions, identifiers and evaluator are connected.
Missing or unresolved evidence
Verified: Not verified
Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.
Missing or unresolved evidence
Verified: Not verified
A pinned recipe describes the inputs, environment and resource requirements.
Missing or unresolved evidence
Verified: Not verified
Separate data and exposure records support an independent test.
Missing or unresolved evidence
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.
No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.
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 |
|---|---|---|---|
| Pipeline: ProkBERT-mini-long† | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.579 F1 fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProkBERT-mini-long†: 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 ProkBERT-mini-long†, column F1; XML row13 column6 |
| Pipeline: ProkBERT-mini-long† | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.599 MCC unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProkBERT-mini-long†: 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 ProkBERT-mini-long†, column MCC; XML row13 column7 |
| Pipeline: ProkBERT-mini-long† | 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 sourceProkBERT-mini-long†: 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 ProkBERT-mini-long†, column Specificity; XML row13 column4 |
| Pipeline: ProkBERT-mini-long† | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.654 Precision fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProkBERT-mini-long†: 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 ProkBERT-mini-long†, column Precision; XML row13 column2 |
| Pipeline: ProkBERT-mini-long† | Protocol: Genome-wide prophage detection (Genome-wide prophage detection) Dataset: LAMBDA genome-wide prophage test | 0.636 Recall fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProkBERT-mini-long†: 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 ProkBERT-mini-long†, column Recall; XML row13 column3 |
| Pipeline: ProkBERT-mini-long† | 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 sourceProkBERT-mini-long†: 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 ProkBERT-mini-long†, column FPR; XML row13 column5 |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
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.
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
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.
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
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
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.adaptation Paper genome-scanning gLM pipeline, including filtered region postprocessing; exact encoder checkpoint not inferred from the label Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | 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.aggregation Region-level metrics macro-averaged across genomes. Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | 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.budget Not reported Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.dataset_version Not reported Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.inputs Not reported Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.metric_implementation Not reported Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.population Not reported Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | missing or unspecified 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 paper-protocol-41c6e227215346177d Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | 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.split 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations. Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | 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.subset Genome-wide prophage detection Context-only references | LAMBDA: A Prophage Detection Benchmark for Genomic Language Models Table 5.: Precision, Genome-wide prophage detection Version: PMC13041943.1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: paper-evaluation-5ad6959bd8b253e9d7