rewirebio.iobenchmarks
Dataset

Ludaic and Elofsson 2026 RNA complex set, easy and hard combined

All 158 RNA complex structures, easy and hard sets processed together for the per-interface DockQ analysis.

Evaluation results

8 evaluations · 8 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: AlphaFold3 3.0.1 (Ludaic and Elofsson 2026 RNA benchmark run)Protocol: Ludaic and Elofsson 2026 RNA-protein interfaces, mean per-interface DockQ
Dataset: Ludaic and Elofsson 2026 RNA complex set, easy and hard combined
0.281 DockQ (mean per-interface DockQ, RNA-protein interfaces)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaFold3 on RNA complex set, easy and hard combined (RNA-protein)

lit-rna-20261011-rna3d-protocol-complex-all-if-rna-protein

Aggregation: Not reported

Limits of deep-learning-based RNA prediction methods: Supplementary Data; Limits of deep-learning-based RNA prediction methods · Supplementary Table S15, row 'RNA-protein', column 'AF3'
Configuration: AlphaFold3 3.0.1 (Ludaic and Elofsson 2026 RNA benchmark run)Protocol: Ludaic and Elofsson 2026 RNA-RNA interfaces, mean per-interface DockQ
Dataset: Ludaic and Elofsson 2026 RNA complex set, easy and hard combined
0.406 DockQ (mean per-interface DockQ, RNA-RNA interfaces)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaFold3 on RNA complex set, easy and hard combined (RNA-RNA)

lit-rna-20261011-rna3d-protocol-complex-all-if-rna-rna

Aggregation: Not reported

Limits of deep-learning-based RNA prediction methods: Supplementary Data; Limits of deep-learning-based RNA prediction methods · Supplementary Table S15, row 'RNA-RNA', column 'AF3'
Configuration: Boltz-1 0.4.1 (Ludaic and Elofsson 2026 RNA benchmark run)Protocol: Ludaic and Elofsson 2026 RNA-protein interfaces, mean per-interface DockQ
Dataset: Ludaic and Elofsson 2026 RNA complex set, easy and hard combined
0.256 DockQ (mean per-interface DockQ, RNA-protein interfaces)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Boltz-1 on RNA complex set, easy and hard combined (RNA-protein)

lit-rna-20261011-rna3d-protocol-complex-all-if-rna-protein

Aggregation: Not reported

Limits of deep-learning-based RNA prediction methods: Supplementary Data; Limits of deep-learning-based RNA prediction methods · Supplementary Table S15, row 'RNA-protein', column 'Boltz-1'
Configuration: Boltz-1 0.4.1 (Ludaic and Elofsson 2026 RNA benchmark run)Protocol: Ludaic and Elofsson 2026 RNA-RNA interfaces, mean per-interface DockQ
Dataset: Ludaic and Elofsson 2026 RNA complex set, easy and hard combined
0.42 DockQ (mean per-interface DockQ, RNA-RNA interfaces)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Boltz-1 on RNA complex set, easy and hard combined (RNA-RNA)

lit-rna-20261011-rna3d-protocol-complex-all-if-rna-rna

Aggregation: Not reported

Limits of deep-learning-based RNA prediction methods: Supplementary Data; Limits of deep-learning-based RNA prediction methods · Supplementary Table S15, row 'RNA-RNA', column 'Boltz-1'
Configuration: HelixFold3 HelixFold3/73cd80b-hpc1 (Ludaic and Elofsson 2026 RNA benchmark run)Protocol: Ludaic and Elofsson 2026 RNA-protein interfaces, mean per-interface DockQ
Dataset: Ludaic and Elofsson 2026 RNA complex set, easy and hard combined
0.075 DockQ (mean per-interface DockQ, RNA-protein interfaces)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

HelixFold3 on RNA complex set, easy and hard combined (RNA-protein)

lit-rna-20261011-rna3d-protocol-complex-all-if-rna-protein

Aggregation: Not reported

Limits of deep-learning-based RNA prediction methods: Supplementary Data; Limits of deep-learning-based RNA prediction methods · Supplementary Table S15, row 'RNA-protein', column 'HF3'
Configuration: HelixFold3 HelixFold3/73cd80b-hpc1 (Ludaic and Elofsson 2026 RNA benchmark run)Protocol: Ludaic and Elofsson 2026 RNA-RNA interfaces, mean per-interface DockQ
Dataset: Ludaic and Elofsson 2026 RNA complex set, easy and hard combined
0.373 DockQ (mean per-interface DockQ, RNA-RNA interfaces)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

HelixFold3 on RNA complex set, easy and hard combined (RNA-RNA)

lit-rna-20261011-rna3d-protocol-complex-all-if-rna-rna

Aggregation: Not reported

Limits of deep-learning-based RNA prediction methods: Supplementary Data; Limits of deep-learning-based RNA prediction methods · Supplementary Table S15, row 'RNA-RNA', column 'HF3'
Configuration: RosettaFoldNA commit f761af2 (Ludaic and Elofsson 2026 RNA benchmark run)Protocol: Ludaic and Elofsson 2026 RNA-protein interfaces, mean per-interface DockQ
Dataset: Ludaic and Elofsson 2026 RNA complex set, easy and hard combined
0.039 DockQ (mean per-interface DockQ, RNA-protein interfaces)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

RosettaFoldNA on RNA complex set, easy and hard combined (RNA-protein)

lit-rna-20261011-rna3d-protocol-complex-all-if-rna-protein

Aggregation: Not reported

Limits of deep-learning-based RNA prediction methods: Supplementary Data; Limits of deep-learning-based RNA prediction methods · Supplementary Table S15, row 'RNA-protein', column 'RF2NA'
Configuration: RosettaFoldNA commit f761af2 (Ludaic and Elofsson 2026 RNA benchmark run)Protocol: Ludaic and Elofsson 2026 RNA-RNA interfaces, mean per-interface DockQ
Dataset: Ludaic and Elofsson 2026 RNA complex set, easy and hard combined
0.138 DockQ (mean per-interface DockQ, RNA-RNA interfaces)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

RosettaFoldNA on RNA complex set, easy and hard combined (RNA-RNA)

lit-rna-20261011-rna3d-protocol-complex-all-if-rna-rna

Aggregation: Not reported

Limits of deep-learning-based RNA prediction methods: Supplementary Data; Limits of deep-learning-based RNA prediction methods · Supplementary Table S15, row 'RNA-RNA', column 'RF2NA'

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-10-22-1b7cf027e4f6 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

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.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Dataset and evaluation context

A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.

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.

5 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Source location
Methods 'Benchmark dataset'; Results 'Performance of structure prediction methods on monomeric RNAs' and '... RNA complexes'
Context-only references
Limits of deep-learning-based RNA prediction methods

Original source ↗

Methods 'Benchmark dataset'; Results 'Performance of structure prediction methods on monomeric RNAs' and '... RNA complexes'

Version: Nucleic Acids Research 2026, gkag813 (issue date 2026-08-01); PMC13501138 full-text XML
Retrieved: 2026-10-11T21:27:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 02043b4a3edbb62101f6abbca56c896a63fa5c7dc0c3956c58164daff015ad1f

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

Inspected artifact

Split
Easy and hard combined
Context-only references
Limits of deep-learning-based RNA prediction methods

Original source ↗

Methods 'Benchmark dataset'; Results 'Performance of structure prediction methods on monomeric RNAs' and '... RNA complexes'

Version: Nucleic Acids Research 2026, gkag813 (issue date 2026-08-01); PMC13501138 full-text XML
Retrieved: 2026-10-11T21:27:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: 02043b4a3edbb62101f6abbca56c896a63fa5c7dc0c3956c58164daff015ad1f

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

Inspected artifact

Version
PDB entries released after the training cut-offs, downloaded January 2026, plus CASP16 RNA targets
Context-only references
Limits of deep-learning-based RNA prediction methods

Original source ↗

Methods 'Benchmark dataset'; Results 'Performance of structure prediction methods on monomeric RNAs' and '... RNA complexes'

Version: Nucleic Acids Research 2026, gkag813 (issue date 2026-08-01); PMC13501138 full-text XML
Retrieved: 2026-10-11T21:27:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: 02043b4a3edbb62101f6abbca56c896a63fa5c7dc0c3956c58164daff015ad1f

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

Inspected artifact

Description
All 158 RNA complex structures, easy and hard sets processed together for the per-interface DockQ analysis.
Context-only references
Limits of deep-learning-based RNA prediction methods

Original source ↗

Methods 'Benchmark dataset'; Results 'Performance of structure prediction methods on monomeric RNAs' and '... RNA complexes'

Version: Nucleic Acids Research 2026, gkag813 (issue date 2026-08-01); PMC13501138 full-text XML
Retrieved: 2026-10-11T21:27:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 02043b4a3edbb62101f6abbca56c896a63fa5c7dc0c3956c58164daff015ad1f

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

Inspected artifact

Name
Ludaic and Elofsson 2026 RNA complex set, easy and hard combined
Context-only references
Limits of deep-learning-based RNA prediction methods

Original source ↗

Methods 'Benchmark dataset'; Results 'Performance of structure prediction methods on monomeric RNAs' and '... RNA complexes'

Version: Nucleic Acids Research 2026, gkag813 (issue date 2026-08-01); PMC13501138 full-text XML
Retrieved: 2026-10-11T21:27:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 02043b4a3edbb62101f6abbca56c896a63fa5c7dc0c3956c58164daff015ad1f

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

Inspected artifact

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: lit-rna-20261011-rna3d-data-complex-all

areas
rna-transcriptomes; protein-structure
contexts
research
version
PDB entries released after the training cut-offs, downloaded January 2026, plus CASP16 RNA targets
split
Easy and hard combined
source locator
Methods 'Benchmark dataset'; Results 'Performance of structure prediction methods on monomeric RNAs' and '... RNA complexes'
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