rewire.itbenchmarks
Evaluation

MXfold2: ArchiveII

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

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

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Evaluation results

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

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Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: MXfold2Protocol: ArchiveII (RNA secondary structure)
Dataset: ArchiveII
0.711 INF
unitless · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

MXfold2: ArchiveII

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

Aggregation: Not reported

Deep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF
Configuration: MXfold2Protocol: ArchiveII (RNA secondary structure)
Dataset: ArchiveII
0.697 Precision
unitless · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

MXfold2: ArchiveII

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

Aggregation: Not reported

Deep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 5 MXfold2, column 8: ArchiveII Precision
Configuration: MXfold2Protocol: ArchiveII (RNA secondary structure)
Dataset: ArchiveII
0.709 F1
unitless · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

MXfold2: ArchiveII

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

Aggregation: Not reported

Deep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 5 MXfold2, column 7: ArchiveII F1
Configuration: MXfold2Protocol: ArchiveII (RNA secondary structure)
Dataset: ArchiveII
0.728 Recall
unitless · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

MXfold2: ArchiveII

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

Aggregation: Not reported

Deep generalizable prediction of RNA secondary structure via base pair motif energy · Table 1 (Tab1), row 5 MXfold2, column 9: ArchiveII Recall

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

Evaluation procedure

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

Configuration
MXfold2
Protocol
ArchiveII (RNA secondary structure)
Dataset
ArchiveII
origin
Independent external evaluation
configuration
version 0.1.2
protocol id
paper-protocol-e8a1aa302bb8df1efd
dataset version
Not reported
split
Sequence-wise RNA secondary-structure evaluation; macro-average canonical base-pair metrics.
subset
Not reported
population
count: 3966; unit: RNA sequences
aggregation
Not reported
inputs
Not reported
adaptation
version 0.1.2
budget
Not reported
metric implementation
Not reported

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

Reproduction

Split
Sequence-wise RNA secondary-structure evaluation; macro-average canonical base-pair metrics.
Adaptation
version 0.1.2
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

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Evidence table

Inspect claims, sources and review details

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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

20 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
version 0.1.2
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

attributes.comparison.aggregation
Not reported
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

attributes.comparison.budget
Not reported
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

attributes.comparison.dataset_version
Not reported
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

attributes.comparison.inputs
Not reported
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

attributes.comparison.metric_implementation
Not reported
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

attributes.comparison.population.count
3966
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.population.count

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

attributes.comparison.population.unit
RNA sequences
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.population.unit

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

attributes.comparison.protocol_id
paper-protocol-e8a1aa302bb8df1efd
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

Inspected artifact

attributes.comparison.split
Sequence-wise RNA secondary-structure evaluation; macro-average canonical base-pair metrics.
Context-only references
Deep generalizable prediction of RNA secondary structure via base pair motif energy

Original source ↗

Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF

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

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af

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

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

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Technical metadata and extraction receipts

Stable ID: paper-evaluation-86a9ee57a686b04e1b

areas
rna-transcriptomes
tasks
RNA secondary structure
origin
independent_paper
protocol
Sequence-wise RNA secondary-structure evaluation; macro-average canonical base-pair metrics.
version
version 0.1.2
comparison
protocol id: paper-protocol-e8a1aa302bb8df1efd; dataset version: Not reported; split: Sequence-wise RNA secondary-structure evaluation; macro-average canonical base-pair metrics.; subset: Not reported; population: count: 3966; unit: RNA sequences; aggregation: Not reported; inputs: Not reported; adaptation: version 0.1.2; budget: Not reported; metric implementation: Not reported
source locator
Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n  = 1305 RNAs) and ArchiveII ( n  = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF
missing metadata
checkpoint revision: unextracted; budget: unreported; split manifest: unextracted
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