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1 evaluation · 1 result. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: RNA-MSM (zero-shot, Wang et al. 2026) | Protocol: Wang et al. 2026 zero-shot secondary structure, TS-Hard test set (15 PDB structures), attention, F1 score (median over structures) Dataset: TS-Hard test set (15 PDB structures) (Wang et al. 2026) | 0.679 F1 (attention; median over structures) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcelit-rna-20261011-rnalm-zeroshot-protocol-t5-f1-score-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 5, row 'RNA-MSM', column 'F1 score' (Median) |
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36 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: adaptation Zero-shot: symmetrised, APC-corrected attention map from one head-layer and threshold chosen on VL1 by F1 Context-only references | Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Briefings in Bioinformatics 2026, bbag098 (issue date 2026-03-01); PMC12963973 full-text XML | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: adaptation Zero-shot: symmetrised, APC-corrected attention map from one head-layer and threshold chosen on VL1 by F1 Context-only references | Zero-shot benchmarking of RNA language models: Supplementary Information Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bbag098_supplymentary_information_20260209.docx from the Europe PMC supplementary files archive for PMC12963973 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: aggregation Median Context-only references | Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Briefings in Bioinformatics 2026, bbag098 (issue date 2026-03-01); PMC12963973 full-text XML | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: aggregation Median Context-only references | Zero-shot benchmarking of RNA language models: Supplementary Information Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bbag098_supplymentary_information_20260209.docx from the Europe PMC supplementary files archive for PMC12963973 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: budget Not reported Context-only references | Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Briefings in Bioinformatics 2026, bbag098 (issue date 2026-03-01); PMC12963973 full-text XML | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: budget Not reported Context-only references | Zero-shot benchmarking of RNA language models: Supplementary Information Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bbag098_supplymentary_information_20260209.docx from the Europe PMC supplementary files archive for PMC12963973 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: dataset version Wang et al. 2026 Context-only references | Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Briefings in Bioinformatics 2026, bbag098 (issue date 2026-03-01); PMC12963973 full-text XML | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: dataset version Wang et al. 2026 Context-only references | Zero-shot benchmarking of RNA language models: Supplementary Information Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bbag098_supplymentary_information_20260209.docx from the Europe PMC supplementary files archive for PMC12963973 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs attention Context-only references | Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Briefings in Bioinformatics 2026, bbag098 (issue date 2026-03-01); PMC12963973 full-text XML | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs attention Context-only references | Zero-shot benchmarking of RNA language models: Supplementary Information Supplementary Table 5, row 'RNA-MSM' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bbag098_supplymentary_information_20260209.docx from the Europe PMC supplementary files archive for PMC12963973 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
Stable ID: lit-rna-20261011-rnalm-zeroshot-eval-rna-msm-default-t5-f1-score-median