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1 evaluation · 1 result. Different protocols are not a single leaderboard.
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| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: AIDO.RNA (650M) (zero-shot, Wang et al. 2026) | Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, AUC (mean over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026) | 0.584±0.070 AUROC (PLL-D; mean over assays) unitless · higher Uncertainty: SD 0.070 Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceAIDO.RNA (650M) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (PLL-D, AUC, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t11-auc-mean 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 11, row 'AIDO.RNA (650M)', column 'AUC' (Mean ± Std) |
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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: pseudo-log-likelihood difference from token logits Context-only references | Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning Supplementary Table 11, row 'AIDO.RNA (650M)' 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: adaptation Zero-shot: pseudo-log-likelihood difference from token logits Context-only references | Zero-shot benchmarking of RNA language models: Supplementary Information Supplementary Table 11, row 'AIDO.RNA (650M)' 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: aggregation Mean Context-only references | Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning Supplementary Table 11, row 'AIDO.RNA (650M)' 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: aggregation Mean Context-only references | Zero-shot benchmarking of RNA language models: Supplementary Information Supplementary Table 11, row 'AIDO.RNA (650M)' 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 independent paper 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 11, row 'AIDO.RNA (650M)' 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 independent paper 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 11, row 'AIDO.RNA (650M)' 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 independent paper 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 11, row 'AIDO.RNA (650M)' 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 independent paper 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 11, row 'AIDO.RNA (650M)' 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs PLL-D Context-only references | Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning Supplementary Table 11, row 'AIDO.RNA (650M)' 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs PLL-D Context-only references | Zero-shot benchmarking of RNA language models: Supplementary Information Supplementary Table 11, row 'AIDO.RNA (650M)' 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 independent paper 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-aido-rna-650m-t11-auc-mean