Configuration
Evo 2 7B (Evo 2 paper variant effect evaluations)
Evo 2 7B: 7B parameters; context extended to 1,048,576 tokens.
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
45 evaluations · 90 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 'Both' (coding and noncoding) SNVs) | AUPRC (zero-shot; BRCA2 coding SNVs) | AUPRC (zero-shot; BRCA2 noncoding SNVs) | AUPRC (zero-shot; ClinVar 'Both' (coding and noncoding) indels) | AUPRC (zero-shot; ClinVar 'Both' (coding and noncoding) microsatellite variants) | AUPRC (zero-shot; ClinVar 'Both' (coding and noncoding) SNVs) | AUPRC (zero-shot; ClinVar coding indels) | AUPRC (zero-shot; ClinVar coding microsatellite variants) | AUPRC (zero-shot; ClinVar coding non-SNVs, far from splice site) | AUPRC (zero-shot; ClinVar coding non-SNVs, highly conserved) | AUPRC (zero-shot; ClinVar coding non-SNVs, moderately conserved) | AUPRC (zero-shot; ClinVar coding non-SNVs, not conserved) | AUPRC (zero-shot; ClinVar coding non-SNVs, poorly conserved) | AUPRC (zero-shot; ClinVar coding SNVs, far from splice site) | AUPRC (zero-shot; ClinVar coding SNVs, highly conserved) | AUPRC (zero-shot; ClinVar coding SNVs, moderately conserved) | AUPRC (zero-shot; ClinVar coding SNVs, near splice site) | AUPRC (zero-shot; ClinVar coding SNVs, not conserved) | AUPRC (zero-shot; ClinVar coding SNVs, poorly conserved) | AUPRC (zero-shot; ClinVar coding 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 'Both' (coding and noncoding) SNVs) | AUROC (zero-shot; BRCA2 coding SNVs) | AUROC (zero-shot; BRCA2 noncoding SNVs) | AUROC (zero-shot; ClinVar 'Both' (coding and noncoding) indels) | AUROC (zero-shot; ClinVar 'Both' (coding and noncoding) microsatellite variants) | AUROC (zero-shot; ClinVar 'Both' (coding and noncoding) SNVs) | AUROC (zero-shot; ClinVar coding indels) | AUROC (zero-shot; ClinVar coding microsatellite variants) | AUROC (zero-shot; ClinVar coding non-SNVs, far from splice site) | AUROC (zero-shot; ClinVar coding non-SNVs, highly conserved) | AUROC (zero-shot; ClinVar coding non-SNVs, moderately conserved) | AUROC (zero-shot; ClinVar coding non-SNVs, not conserved) | AUROC (zero-shot; ClinVar coding non-SNVs, poorly conserved) | AUROC (zero-shot; ClinVar coding SNVs, far from splice site) | AUROC (zero-shot; ClinVar coding SNVs, highly conserved) | AUROC (zero-shot; ClinVar coding SNVs, moderately conserved) | AUROC (zero-shot; ClinVar coding SNVs, near splice site) | AUROC (zero-shot; ClinVar coding SNVs, not conserved) | AUROC (zero-shot; ClinVar coding SNVs, poorly conserved) | AUROC (zero-shot; ClinVar coding 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) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Evo 2 7B (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) | 0.733 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.904 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | 0.571 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.823 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | 0.32 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.885 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | 0.87 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.959 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | 0.897 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.942 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot BRCA2 'Both' (coding and 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 | 0.57 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.835 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot BRCA2 coding 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 | Not reported | 0.306 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.727 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | 0.714 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.874 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar 'Both' (coding and 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 | 0.993 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.968 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar 'Both' (coding and 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 | 0.977 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.973 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar 'Both' (coding and noncoding) 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 | Not reported | Not reported | Not reported | 0.949 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.964 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | Not reported | Not reported | Not reported | 0.956 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.906 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | 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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.831 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | Not reported | Not reported | Not reported | 0.953 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.914 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | Not reported | Not reported | Not reported | 0.981 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.829 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | Not reported | Not reported | 0.914 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.807 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | Not reported | 0.825 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.771 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | Not reported | 0.859 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.789 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.883 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.83 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | Not reported | 0.881 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.832 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | Not reported | 0.911 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.756 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | 0.686 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.831 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | 0.925 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.82 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | 0.546 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.877 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (Evo 2 paper variant effect evaluations)Evaluation | Zero-shot ClinVar coding 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 | 0.612 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.863 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.248 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.783 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.353 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.881 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.849 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.932 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.417 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.989 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.616 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.873 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.957 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.914 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.775 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 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 |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.784 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.884 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.931 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.93 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.189 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.674 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.259 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.888 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.432 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.85 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.993 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.949 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.674 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.744 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.777 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.941 | Not reported | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.992 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.972 | Not reported | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.4 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.833 | Not reported | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.525 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.874 | Not reported | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.871 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.827 | Not reported |
| Evo 2 7B (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 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.534 | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | Not reported | 0.681 |
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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-evo-2-7b
- areas
- dna-genomes
- contexts
- research
- method types
- foundation_model
- reported name
- Evo 2 7B
- foundation model eligible
- true
- parameters
- 7B parameters; context extended to 1,048,576 tokens (SI Supplementary Table 3)
- source locator
- Supplementary Data 1 column 'Model' ('Evo 2 7B'); SI A.1.4 and Supplementary Table 3 (page 3); Discussion
- version
- Evo 2 7B, 1M-token context after midtraining
- access reuse
- Released openly with training and inference code, data and parameters (Discussion)
- missing metadata
- checkpoint revision: reason: unreported
- provenance note
- Evo 2 7B as scored zero-shot by the Evo 2 authors on human variant effect benchmarks.
Related records
- configuration of: Evo 2
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- system: Evo 2 7B on ClinVar coding non-SNVs, poorly conserved (Evo 2 paper)
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- system: Evo 2 7B on ClinVar coding SNVs, far from splice site (Evo 2 paper)
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- system: Evo 2 7B on ClinVar coding SNVs, moderately conserved (Evo 2 paper)
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- system: Evo 2 7B on ClinVar low SpliceAI and Pangolin scores (both below 0.1) SNVs (Evo 2 paper)
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- system: Evo 2 7B on ClinVar noncoding microsatellite variants (Evo 2 paper)
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- system: Evo 2 7B on ClinVar noncoding non-SNVs, far from splice site (Evo 2 paper)
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- system: Evo 2 7B on ClinVar noncoding non-SNVs, poorly conserved (Evo 2 paper)
- system: Evo 2 7B on ClinVar noncoding SNVs (Evo 2 paper)
- system: Evo 2 7B on ClinVar noncoding SNVs, far from splice site (Evo 2 paper)
- system: Evo 2 7B on ClinVar noncoding SNVs, highly conserved (Evo 2 paper)
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- system: Evo 2 7B on ClinVar noncoding SNVs, near splice site (Evo 2 paper)
- system: Evo 2 7B on ClinVar noncoding SNVs, not conserved (Evo 2 paper)
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