The 2 RNAGym Aptamer deep mutational scanning assays used by the v0.1.1 fitness leaderboard.
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, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0847 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer 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 'Aptamer (n=2)' |
| Configuration: AIDO.RNA-1M-MARS (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0624 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer 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 'Aptamer' |
| Configuration: AIDO.RNA-25M-MARS (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0367 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer 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 'Aptamer' |
| Configuration: AIDO.RNA-300M-MARS (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0365 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer 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 'Aptamer' |
| Configuration: AIDO.RNA-650M (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0939 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer 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 'Aptamer' |
| Configuration: Evo 1.5 (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0007 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer 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 'Aptamer (n=2)' |
| Configuration: Evo 1 (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0058 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'Evo 1', column 'Aptamer (n=2)' |
| Configuration: Evo 2 (40B) (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.097 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer 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 'Aptamer (n=2)' |
| Configuration: Evo 2 (7B) (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.119 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer 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 'Aptamer (n=2)' |
| Configuration: GenSLM (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | -0.0036 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'GenSLM', column 'Aptamer (n=2)' |
| Configuration: Nucleotide Transformer (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | -0.0886 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'Nucleotide Transformer', column 'Aptamer (n=2)' |
| Configuration: Orthrus (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.149 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'Orthrus', column 'Aptamer (n=2)' |
| Configuration: RiNALMo (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0356 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'RiNALMo', column 'Aptamer (n=2)' |
| Configuration: RNA-ERNIE (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0306 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'RNA-ERNIE', column 'Aptamer (n=2)' |
| Configuration: RNA-FM (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0004 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'RNA-FM', column 'Aptamer (n=2)' |
| Configuration: RNAGenesis (RNAGym fitness leaderboard v0.1.1) | Protocol: RNAGym v0.1.1 fitness, signed Spearman, Aptamer Dataset: RNAGym Aptamer DMS assays (2) | 0.0292 Spearman (mean signed Spearman over the 2 Aptamer assays) 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 (Aptamer) lit-rna-20261011-rnagym-protocol-signed-spearman-aptamer Aggregation: Not reported RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'RNAGenesis', column 'Aptamer (n=2)' |
Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.
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.
Release 2026-10-22-1b7cf027e4f6 · Evidence verified: Not verified
Exact outcomes, predictions, identifiers and evaluator are connected.
Missing or unresolved evidence
Verified: Not verified
Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.
Missing or unresolved evidence
Verified: Not verified
A pinned recipe describes the inputs, environment and resource requirements.
Missing or unresolved evidence
Verified: Not verified
Separate data and exposure records support an independent test.
Missing or unresolved evidence
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.
No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.
A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
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
| 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 The 2 RNAGym Aptamer deep mutational scanning assays used by the v0.1.1 fitness leaderboard. 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 Aptamer DMS assays (2) 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-aptamer