Ludaic and Elofsson 2026 RNA structure benchmark
Independent benchmark of ten deep learning methods on non-redundant monomeric RNAs and RNA-RNA and RNA-protein complexes released after the methods' training cut-offs, split into easy and hard sets by structural similarity to the PDB training data.
Results are recorded on the linked protocols, tasks or configurations listed below. Their settings and evaluations are kept separate.
Overview
An explanatory profile has not yet been reviewed for this record.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Results on linked records
This benchmark has no results of its own in this release. 30 linked records have results. They are not assigned to the underlying benchmark: each record keeps its own settings and evaluations, and its scores are on its own page.
- Ludaic and Elofsson 2026 RNA-protein interfaces, mean per-interface DockQ Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA-RNA interfaces, mean per-interface DockQ Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex easy set, mean DockQ Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex easy set, mean F1 Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex easy set, mean fnat Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex easy set, mean iRMSD Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex easy set, mean LRMSD Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex easy set, mean TM-score Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex hard set, mean DockQ Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex hard set, mean F1 Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex hard set, mean fnat Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex hard set, mean iRMSD Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex hard set, mean LRMSD Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 RNA complex hard set, mean TM-score Protocol · part of this benchmark · 4 evaluations · 4 results
- Ludaic and Elofsson 2026 Monomeric RNA easy set, mean GDT-TS Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA easy set, mean INF Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA easy set, mean lDDT Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA easy set, mean TM-score Protocol · part of this benchmark · 10 evaluations · 10 results
- Ludaic and Elofsson 2026 Monomeric RNA easy set, GDT-TS success rate Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA easy set, INF success rate Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA easy set, lDDT success rate Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA easy set, TM-score success rate Protocol · part of this benchmark · 10 evaluations · 10 results
- Ludaic and Elofsson 2026 Monomeric RNA hard set, mean GDT-TS Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA hard set, mean INF Protocol · part of this benchmark · 7 evaluations · 7 results
- Ludaic and Elofsson 2026 Monomeric RNA hard set, mean lDDT Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA hard set, mean TM-score Protocol · part of this benchmark · 10 evaluations · 10 results
- Ludaic and Elofsson 2026 Monomeric RNA hard set, GDT-TS success rate Protocol · part of this benchmark · 7 evaluations · 7 results
- Ludaic and Elofsson 2026 Monomeric RNA hard set, INF success rate Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA hard set, lDDT success rate Protocol · part of this benchmark · 8 evaluations · 8 results
- Ludaic and Elofsson 2026 Monomeric RNA hard set, TM-score success rate Protocol · part of this benchmark · 10 evaluations · 10 results
Methods and evaluation design
Procedure, tasks and evaluated configurations
Baseline coverage
Reference methods help show what a model adds beyond simple controls. We track a null control and a conventional method for each protocol.
0 of 60 active baseline roles have published Rewire measurements in this release. Measurements on a selected protocol do not establish coverage of an entire suite.
Baseline status by linked protocol
- Ludaic and Elofsson 2026 RNA-protein interfaces, mean per-interface DockQ · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA-RNA interfaces, mean per-interface DockQ · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex easy set, mean DockQ · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex easy set, mean F1 · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex easy set, mean fnat · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex easy set, mean iRMSD · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex easy set, mean LRMSD · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex easy set, mean TM-score · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex hard set, mean DockQ · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex hard set, mean F1 · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex hard set, mean fnat · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex hard set, mean iRMSD · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex hard set, mean LRMSD · 0/2 roles measured
- Ludaic and Elofsson 2026 RNA complex hard set, mean TM-score · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA easy set, mean GDT-TS · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA easy set, mean INF · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA easy set, mean lDDT · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA easy set, mean TM-score · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA easy set, GDT-TS success rate · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA easy set, INF success rate · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA easy set, lDDT success rate · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA easy set, TM-score success rate · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA hard set, mean GDT-TS · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA hard set, mean INF · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA hard set, mean lDDT · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA hard set, mean TM-score · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA hard set, GDT-TS success rate · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA hard set, INF success rate · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA hard set, lDDT success rate · 0/2 roles measured
- Ludaic and Elofsson 2026 Monomeric RNA hard set, TM-score success rate · 0/2 roles measured
Protocol coverage CSV (gzip) · Model evaluation matrix (gzip) · Source table (gzip) · Release and checksums (gzip)
Coverage is derived from release 2026-10-22-1b7cf027e4f6. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.
Run instructions
No runnable recipe has been reviewed for this benchmark. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.
Strengths, limitations and unresolved questions
Evidence
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Evidence table
Inspect claims, sources and review details
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Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
1 source record and release history
- Limits of deep-learning-based RNA prediction methods · Original source · Nucleic Acids Research 2026, gkag813 (issue date 2026-08-01); PMC13501138 full-text XML
Technical metadata and extraction receipts
Stable ID: lit-rna-20261011-rna3d-benchmark-ludaic2026
- areas
- rna-transcriptomes; protein-structure
- contexts
- research
- entity level
- suite
- version
- Published 2026 (PDB entries downloaded January 2026)
- task
- RNA 3D structure prediction for monomers and complexes
- scope note
- 79 monomeric RNAs after excluding three long targets that DRfold and DeepFoldRNA did not produce (Methods); 158 complex structures. Easy/hard split for monomers: maximum RNA-align TM-score to the PDB training data at a 0.5 cut-off; for complexes: an RNA or protein chain with TM-score >= 0.7 to a pre-cut-off complex is easy.
- source locator
- Methods 'Benchmark dataset' and 'Model generation'; Results sections on monomers and complexes
- limitations
- The authors developed none of the benchmarked methods.; Means only; per-target scores are in Supplementary Tables S2-S5 and S9-S14.
Related records
- part of: Ludaic and Elofsson 2026 RNA-protein interfaces, mean per-interface DockQ
- part of: Ludaic and Elofsson 2026 RNA-RNA interfaces, mean per-interface DockQ
- part of: Ludaic and Elofsson 2026 RNA complex easy set, mean DockQ
- part of: Ludaic and Elofsson 2026 RNA complex easy set, mean F1
- part of: Ludaic and Elofsson 2026 RNA complex easy set, mean fnat
- part of: Ludaic and Elofsson 2026 RNA complex easy set, mean iRMSD
- part of: Ludaic and Elofsson 2026 RNA complex easy set, mean LRMSD
- part of: Ludaic and Elofsson 2026 RNA complex easy set, mean TM-score
- part of: Ludaic and Elofsson 2026 RNA complex hard set, mean DockQ
- part of: Ludaic and Elofsson 2026 RNA complex hard set, mean F1
- part of: Ludaic and Elofsson 2026 RNA complex hard set, mean fnat
- part of: Ludaic and Elofsson 2026 RNA complex hard set, mean iRMSD
- part of: Ludaic and Elofsson 2026 RNA complex hard set, mean LRMSD
- part of: Ludaic and Elofsson 2026 RNA complex hard set, mean TM-score
- part of: Ludaic and Elofsson 2026 Monomeric RNA easy set, mean GDT-TS
- part of: Ludaic and Elofsson 2026 Monomeric RNA easy set, mean INF
- part of: Ludaic and Elofsson 2026 Monomeric RNA easy set, mean lDDT
- part of: Ludaic and Elofsson 2026 Monomeric RNA easy set, mean TM-score
- part of: Ludaic and Elofsson 2026 Monomeric RNA easy set, GDT-TS success rate
- part of: Ludaic and Elofsson 2026 Monomeric RNA easy set, INF success rate
- part of: Ludaic and Elofsson 2026 Monomeric RNA easy set, lDDT success rate
- part of: Ludaic and Elofsson 2026 Monomeric RNA easy set, TM-score success rate
- part of: Ludaic and Elofsson 2026 Monomeric RNA hard set, mean GDT-TS
- part of: Ludaic and Elofsson 2026 Monomeric RNA hard set, mean INF
- part of: Ludaic and Elofsson 2026 Monomeric RNA hard set, mean lDDT
- part of: Ludaic and Elofsson 2026 Monomeric RNA hard set, mean TM-score
- part of: Ludaic and Elofsson 2026 Monomeric RNA hard set, GDT-TS success rate
- part of: Ludaic and Elofsson 2026 Monomeric RNA hard set, INF success rate
- part of: Ludaic and Elofsson 2026 Monomeric RNA hard set, lDDT success rate
- part of: Ludaic and Elofsson 2026 Monomeric RNA hard set, TM-score success rate