Configuration
RNA-FM (Evo 2 paper variant effect evaluations)
Configuration of RNA-FM: RNA language model; checkpoint not stated.
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.
Evaluations and results
26 evaluations · 52 results. Different protocols are not a single leaderboard.
Sorted by AUPRC (zero-shot; BRCA1 'Both' (coding and noncoding) SNVs) (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.
| Tested configuration | Protocol and dataset | AUPRC (zero-shot; BRCA1 'Both' (coding and noncoding) SNVs) | AUPRC (zero-shot; BRCA1 coding SNVs) | AUPRC (zero-shot; BRCA1 intronic SNVs) | AUPRC (zero-shot; BRCA1 noncoding SNVs) | AUPRC (zero-shot; BRCA1 splice region SNVs) | AUPRC (zero-shot; BRCA2 noncoding SNVs) | AUPRC (zero-shot; ClinVar low SpliceAI and Pangolin scores (both below 0.1) non-SNVs) | AUPRC (zero-shot; ClinVar low SpliceAI and Pangolin scores (both below 0.1) SNVs) | AUPRC (zero-shot; ClinVar noncoding indels) | AUPRC (zero-shot; ClinVar noncoding microsatellite variants) | AUPRC (zero-shot; ClinVar noncoding non-SNVs, far from splice site) | AUPRC (zero-shot; ClinVar noncoding non-SNVs, highly conserved) | AUPRC (zero-shot; ClinVar noncoding non-SNVs, intergenic) | AUPRC (zero-shot; ClinVar noncoding non-SNVs, moderately conserved) | AUPRC (zero-shot; ClinVar noncoding non-SNVs, near splice site) | AUPRC (zero-shot; ClinVar noncoding non-SNVs, not conserved) | AUPRC (zero-shot; ClinVar noncoding non-SNVs, poorly conserved) | AUPRC (zero-shot; ClinVar noncoding SNVs, far from splice site) | AUPRC (zero-shot; ClinVar noncoding SNVs, highly conserved) | AUPRC (zero-shot; ClinVar noncoding SNVs, intergenic) | AUPRC (zero-shot; ClinVar noncoding SNVs, moderately conserved) | AUPRC (zero-shot; ClinVar noncoding SNVs, near splice site) | AUPRC (zero-shot; ClinVar noncoding SNVs, not conserved) | AUPRC (zero-shot; ClinVar noncoding SNVs, poorly conserved) | AUPRC (zero-shot; SpliceVarDB 'Both' (coding and noncoding) SNVs) | AUPRC (zero-shot; SpliceVarDB exonic SNVs) | AUROC (zero-shot; BRCA1 'Both' (coding and noncoding) SNVs) | AUROC (zero-shot; BRCA1 coding SNVs) | AUROC (zero-shot; BRCA1 intronic SNVs) | AUROC (zero-shot; BRCA1 noncoding SNVs) | AUROC (zero-shot; BRCA1 splice region SNVs) | AUROC (zero-shot; BRCA2 noncoding SNVs) | AUROC (zero-shot; ClinVar low SpliceAI and Pangolin scores (both below 0.1) non-SNVs) | AUROC (zero-shot; ClinVar low SpliceAI and Pangolin scores (both below 0.1) SNVs) | AUROC (zero-shot; ClinVar noncoding indels) | AUROC (zero-shot; ClinVar noncoding microsatellite variants) | AUROC (zero-shot; ClinVar noncoding non-SNVs, far from splice site) | AUROC (zero-shot; ClinVar noncoding non-SNVs, highly conserved) | AUROC (zero-shot; ClinVar noncoding non-SNVs, intergenic) | AUROC (zero-shot; ClinVar noncoding non-SNVs, moderately conserved) | AUROC (zero-shot; ClinVar noncoding non-SNVs, near splice site) | AUROC (zero-shot; ClinVar noncoding non-SNVs, not conserved) | AUROC (zero-shot; ClinVar noncoding non-SNVs, poorly conserved) | AUROC (zero-shot; ClinVar noncoding SNVs, far from splice site) | AUROC (zero-shot; ClinVar noncoding SNVs, highly conserved) | AUROC (zero-shot; ClinVar noncoding SNVs, intergenic) | AUROC (zero-shot; ClinVar noncoding SNVs, moderately conserved) | AUROC (zero-shot; ClinVar noncoding SNVs, near splice site) | AUROC (zero-shot; ClinVar noncoding SNVs, not conserved) | AUROC (zero-shot; ClinVar noncoding SNVs, poorly conserved) | AUROC (zero-shot; SpliceVarDB 'Both' (coding and noncoding) SNVs) | AUROC (zero-shot; SpliceVarDB exonic SNVs) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot BRCA1 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1), BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026) | 0.206 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.493 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot BRCA1 coding SNVs classification (Evo 2 paper, Supplementary Data 1), BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026) | Not reported | 0.21 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.497 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot BRCA1 intronic SNVs classification (Evo 2 paper, Supplementary Data 1), BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026) | Not reported | Not reported | 0.016 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.389 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot BRCA1 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1), BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026) | Not reported | Not reported | Not reported | 0.208 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.468 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot BRCA1 splice region SNVs classification (Evo 2 paper, Supplementary Data 1), BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | 0.428 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.487 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot BRCA2 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1), BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | 0.312 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.54 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar low SpliceAI and Pangolin scores (both below 0.1) non-SNVs classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.015 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.508 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar low SpliceAI and Pangolin scores (both below 0.1) SNVs classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.004 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.536 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding indels classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.187 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.513 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding microsatellite variants classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.013 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.617 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding non-SNVs, far from splice site classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.07 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.51 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding non-SNVs, highly conserved classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.746 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.517 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding non-SNVs, intergenic classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.71 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.625 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding non-SNVs, moderately conserved classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.182 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.528 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding non-SNVs, near splice site classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.519 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.514 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding non-SNVs, not conserved classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.07 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.502 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding non-SNVs, poorly conserved classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.036 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.569 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding SNVs, far from splice site classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.016 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.551 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding SNVs, highly conserved classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.901 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.52 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding SNVs, intergenic classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.274 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.519 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding SNVs, moderately conserved classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.075 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.52 | Not reported | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding SNVs, near splice site classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.824 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.503 | Not reported | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding SNVs, not conserved classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.014 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.601 | Not reported | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar noncoding SNVs, poorly conserved classification (Evo 2 paper, Supplementary Data 1), ClinVar October 2024 release, filtered (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.031 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.574 | Not reported | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot SpliceVarDB 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1), SpliceVarDB experimentally validated splice variants (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.627 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.531 | Not reported |
| RNA-FM (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot SpliceVarDB exonic SNVs classification (Evo 2 paper, Supplementary Data 1), SpliceVarDB experimentally validated splice variants (Brixi et al. 2026) | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.421 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.56 |
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Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
3 source records and release history
- evo2: Journal full-text XML · Original source · Retrieved page snapshot; no immutable publisher revision supplied
- Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Original source · Nature 652 (2026), published 2026-03-04; Supplementary Information file 41586_2026_10176_MOESM1_ESM.pdf (73 pages)
- Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026) · Original source · Nature 652 (2026), published 2026-03-04; Supplementary Data 1 file 41586_2026_10176_MOESM3_ESM.xlsx
Technical metadata and extraction receipts
Stable ID: gfm-guides-20261014-evo2-brixi2026-config-rna-fm
- areas
- dna-genomes
- contexts
- research
- method types
- foundation_model
- reported name
- RNA-FM
- foundation model eligible
- true
- parameters
- RNA language model (reference 128); checkpoint not stated
- source locator
- Supplementary Data 1 column 'Model' ('RNA-FM'); SI A.3.12 (page 13)
- missing metadata
- access reuse: reason: unextracted; checkpoint revision: reason: unreported; version: reason: unreported; note: Checkpoint or release used for variant scoring not stated
- provenance note
- RNA-FM as scored zero-shot by the Evo 2 authors on human variant effect benchmarks.
Related records
- configuration of: RNA-FM
- system: RNA-FM on BRCA1 'Both' (coding and noncoding) SNVs (Evo 2 paper)
- system: RNA-FM on BRCA1 coding SNVs (Evo 2 paper)
- system: RNA-FM on BRCA1 intronic SNVs (Evo 2 paper)
- system: RNA-FM on BRCA1 noncoding SNVs (Evo 2 paper)
- system: RNA-FM on BRCA1 splice region SNVs (Evo 2 paper)
- system: RNA-FM on BRCA2 noncoding SNVs (Evo 2 paper)
- system: RNA-FM on ClinVar low SpliceAI and Pangolin scores (both below 0.1) non-SNVs (Evo 2 paper)
- system: RNA-FM on ClinVar low SpliceAI and Pangolin scores (both below 0.1) SNVs (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding indels (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding microsatellite variants (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding non-SNVs (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding non-SNVs, far from splice site (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding non-SNVs, highly conserved (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding non-SNVs, intergenic (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding non-SNVs, moderately conserved (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding non-SNVs, near splice site (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding non-SNVs, not conserved (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding non-SNVs, poorly conserved (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding SNVs (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding SNVs, far from splice site (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding SNVs, highly conserved (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding SNVs, intergenic (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding SNVs, moderately conserved (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding SNVs, near splice site (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding SNVs, not conserved (Evo 2 paper)
- system: RNA-FM on ClinVar noncoding SNVs, poorly conserved (Evo 2 paper)
- system: RNA-FM on SpliceVarDB 'Both' (coding and noncoding) SNVs (Evo 2 paper)
- system: RNA-FM on SpliceVarDB exonic SNVs (Evo 2 paper)
- system: RNA-FM on SpliceVarDB intronic SNVs (Evo 2 paper)