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BPfold

BPfold as evaluated in the cited study. five-fold cross-validation; early stopping

Deep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 2: bpRNA-TS0 INF

3 evaluations · 12 metric rows

At a glance

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.

How it works

Evaluation in this paper

five-fold cross-validation; early stopping

Deep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 2: bpRNA-TS0 INF

Evaluations and results

Release 2026-09-17-d277315f7d76 · 3 evaluations · 12 metric rows. Different protocols are not a single leaderboard.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
BPfold: ArchiveII

Sequence-wise RNA secondary-structure evaluation; macro-average canonical base-pair metrics.

Author-reported evaluation · Evaluation metadata: needs review

0.823 INF

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF

Source checking is not independent reproduction.

0.834 Recall

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 9: ArchiveII Recall

Source checking is not independent reproduction.

0.820 F1

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 7: ArchiveII F1

Source checking is not independent reproduction.

0.818 Precision

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 8: ArchiveII Precision

Source checking is not independent reproduction.

BPfold: bpRNA-TS0

Sequence-wise RNA secondary-structure evaluation; macro-average canonical base-pair metrics.

Author-reported evaluation · Evaluation metadata: needs review

0.670 INF

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 2: bpRNA-TS0 INF

Source checking is not independent reproduction.

0.599 Precision

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 4: bpRNA-TS0 Precision

Source checking is not independent reproduction.

0.770 Recall

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 5: bpRNA-TS0 Recall

Source checking is not independent reproduction.

0.658 F1

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 3 BPfold, column 3: bpRNA-TS0 F1

Source checking is not independent reproduction.

BPfold: Rfam12.3–14.10

Family-wise RNA secondary-structure evaluation; macro-average canonical base-pair metrics.

Author-reported evaluation · Evaluation metadata: needs review

0.741 Recall

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 2 (Tab2), row 3 BPfold, column 5: Rfam12.3–14.10 Recall

Source checking is not independent reproduction.

0.660 Precision

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 2 (Tab2), row 3 BPfold, column 4: Rfam12.3–14.10 Precision

Source checking is not independent reproduction.

0.694 INF

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 2 (Tab2), row 3 BPfold, column 2: Rfam12.3–14.10 INF

Source checking is not independent reproduction.

0.689 F1

Unit: unitless · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedDeep generalizable prediction of RNA secondary structure via base pair motif energy · Table 2 (Tab2), row 3 BPfold, column 3: Rfam12.3–14.10 F1

Source checking is not independent reproduction.

Strengths and limitations

Strengths and considerations

No source-reviewed explanatory claims are recorded here yet.

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-8b704e0b0c255cecf5

Evidence table

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

Claims, original sources and review scope · Release 2026-09-17-d277315f7d76
Property and statementOriginal source and locationReview and provenance
Evaluation in this paper

five-fold cross-validation; early stopping

Individual claims
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Table 1 (Tab1), row 3 BPfold, column 2: bpRNA-TS0 INF

Version: version of record
Retrieved: 2026-09-16T10:41:16.502000+00:00

source checked

automated source review · 2026-09-17

Audit details

Primary-source transcription and separate automated review. No human sign-off or experimental reproduction.

Field: attributes.profile.sections.0.body

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

Introduction

BPfold as evaluated in the cited study. five-fold cross-validation; early stopping

Individual claims
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Table 1 (Tab1), row 3 BPfold, column 2: bpRNA-TS0 INF

Version: version of record
Retrieved: 2026-09-16T10:41:16.502000+00:00

source checked

automated source review · 2026-09-17

Audit details

Primary-source transcription and separate automated review. No human sign-off or experimental reproduction.

Field: attributes.profile.summary

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

Sources and history

Release 2026-09-17-d277315f7d76 · Record review: needs review

Download this release
Technical metadata and extraction receipts

Stable ID: paper-model-8b704e0b0c255cecf5

areas
rna-transcriptomes
tasks
RNA secondary structure
entity level
method
configuration type
reported_configuration
version
five-fold cross-validation; early stopping
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: bpfold-2025; source locator: Table 1 (Tab1), row 3 BPfold, column 2: bpRNA-TS0 INF; 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.
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