All 31 ncRNA DMS assays of the v0.1.1 fitness leaderboard (26 ribozyme, 3 tRNA, 2 aptamer).
16 evaluations · 16 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: AIDO.RNA (1.6B) (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.182 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceAIDO.RNA (1.6B) on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'AIDO.RNA (1.6B)', column 'Macro (3 ncRNA)' |
| Configuration: AIDO.RNA-1M-MARS (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.0801 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceAIDO.RNA-1M-MARS on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, 'AIDO.RNA across model sizes' table, row 'AIDO.RNA-1M-MARS', column 'Macro' |
| Configuration: AIDO.RNA-25M-MARS (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.102 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceAIDO.RNA-25M-MARS on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, 'AIDO.RNA across model sizes' table, row 'AIDO.RNA-25M-MARS', column 'Macro' |
| Configuration: AIDO.RNA-300M-MARS (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.137 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceAIDO.RNA-300M-MARS on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, 'AIDO.RNA across model sizes' table, row 'AIDO.RNA-300M-MARS', column 'Macro' |
| Configuration: AIDO.RNA-650M (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.177 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceAIDO.RNA-650M on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, 'AIDO.RNA across model sizes' table, row 'AIDO.RNA-650M', column 'Macro' |
| Configuration: Evo 1.5 (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.138 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceEvo 1.5 on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'Evo 1.5', column 'Macro (3 ncRNA)' |
| Configuration: Evo 1 (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.0263 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceEvo 1 on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'Evo 1', column 'Macro (3 ncRNA)' |
| Configuration: Evo 2 (40B) (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.212 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceEvo 2 (40B) on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'Evo 2 (40B)', column 'Macro (3 ncRNA)' |
| Configuration: Evo 2 (7B) (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.19 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceEvo 2 (7B) on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'Evo 2 (7B)', column 'Macro (3 ncRNA)' |
| Configuration: GenSLM (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | -0.0338 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGenSLM on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'GenSLM', column 'Macro (3 ncRNA)' |
| Configuration: Nucleotide Transformer (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.12 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'Nucleotide Transformer', column 'Macro (3 ncRNA)' |
| Configuration: Orthrus (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.0384 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceOrthrus on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'Orthrus', column 'Macro (3 ncRNA)' |
| Configuration: RiNALMo (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.139 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceRiNALMo on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'RiNALMo', column 'Macro (3 ncRNA)' |
| Configuration: RNA-ERNIE (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.194 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceRNA-ERNIE on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'RNA-ERNIE', column 'Macro (3 ncRNA)' |
| Configuration: RNA-FM (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.101 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceRNA-FM on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'RNA-FM', column 'Macro (3 ncRNA)' |
| Configuration: RNAGenesis (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, macro over 3 ncRNA categories Dataset: RNAGym ncRNA DMS assays (31) | 0.15 Spearman (macro-mean over 3 ncRNA categories (equal category weights)) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceRNAGenesis on RNAGym v0.1.1 fitness (Macro) lit-rna-20261011-rnagym-protocol-signed-spearman-macro Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'RNAGenesis', column 'Macro (3 ncRNA)' |
Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.
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5 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Source location Leaderboard README 'Notes' Context-only references | RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md Leaderboard README 'Notes' Version: Commit 2828cf99316d75daaa8d832a2573cbb25bbd35fe (2026-08-14, 'Update fitness leaderboard v0.2 models'); leaderboard labelled v0.1.1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Split Whole assays (zero-shot) Context-only references | RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md Leaderboard README 'Notes' Version: Commit 2828cf99316d75daaa8d832a2573cbb25bbd35fe (2026-08-14, 'Update fitness leaderboard v0.2 models'); leaderboard labelled v0.1.1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Version RNAGym v0.1.1 Context-only references | RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md Leaderboard README 'Notes' Version: Commit 2828cf99316d75daaa8d832a2573cbb25bbd35fe (2026-08-14, 'Update fitness leaderboard v0.2 models'); leaderboard labelled v0.1.1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Description All 31 ncRNA DMS assays of the v0.1.1 fitness leaderboard (26 ribozyme, 3 tRNA, 2 aptamer). Context-only references | RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md Leaderboard README 'Notes' Version: Commit 2828cf99316d75daaa8d832a2573cbb25bbd35fe (2026-08-14, 'Update fitness leaderboard v0.2 models'); leaderboard labelled v0.1.1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Name RNAGym ncRNA DMS assays (31) Context-only references | RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md Leaderboard README 'Notes' Version: Commit 2828cf99316d75daaa8d832a2573cbb25bbd35fe (2026-08-14, 'Update fitness leaderboard v0.2 models'); leaderboard labelled v0.1.1 | not individually reviewed No individual claim review recorded 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-rnagym-data-ncrna-31