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Configuration

Evo2 40B (human identifier) (Alavi 2026)

EVO2 40B (HU. IDENT.) as configured in Alavi 2026.

3 evaluations · 14 results

Overview

Evo 2: Evo 2 models and generates DNA over long contexts at single-nucleotide resolution.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Evaluations and results

3 evaluations · 14 results. Different protocols are not a single leaderboard.

Sorted by Accuracy (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 configurationProtocol and datasetAccuracyFalse positive rate (type I error: false positives as a share of the benign set)PrecisionProportion (type II error: false negatives as a share of the splicing set (false-negative rate))RecallSpecificityProportion (share of 306 further OPA1 pathogenic substitutions called splice-altering)Proportion (share of 69 OPA1 VUS substitutions called splice-altering)
Evo2 40B (human identifier) (Alavi 2026)EvaluationSplice-defect classification of OPA1 variants with thresholds tuned on the same sets (Alavi Table III, evaluation sets), OPA1 LOVD evaluation sets (49 splicing, 79 benign)92.2% (best in column)7 (8.9%)86.8%3 (6.1%) (best in column)46 (93.9%) (best in column)72 (91.1%)Not reportedNot reported
Evo2 40B (human identifier) (Alavi 2026)EvaluationSpliceogenic versus benign classification on an independent 65-gene set with OPA1-derived thresholds (Alavi Table IV), Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)88%0 (0.0 %) (best in column)100% (best in column)22 (28.9%)54 (71.1%)107 (100%) (best in column)Not reportedNot reported
Evo2 40B (human identifier) (Alavi 2026)EvaluationShare of further OPA1 pathogenic substitutions and VUS called splice-altering (Alavi Table III, extended corpus), OPA1 extended LOVD corpus (306 pathogenic substitutions, 69 VUS)Not reportedNot reportedNot reportedNot reportedNot reportedNot reported276 (90.2%)47 (68.1%)
All 14 result rows with coverage, uncertainty and sources
Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Spliceogenic versus benign classification on an independent 65-gene set with OPA1-derived thresholds (Alavi Table IV)
Dataset: Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)
88% Accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)

rna-splicing-20261011-alavi2026-protocol-multigene

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (HU. IDENT.)', column 'Accuracy' (PDF page 9 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Spliceogenic versus benign classification on an independent 65-gene set with OPA1-derived thresholds (Alavi Table IV)
Dataset: Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)
100% Precision
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)

rna-splicing-20261011-alavi2026-protocol-multigene

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (HU. IDENT.)', column 'PPV' (PDF page 9 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Spliceogenic versus benign classification on an independent 65-gene set with OPA1-derived thresholds (Alavi Table IV)
Dataset: Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)
54 (71.1%) Recall
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)

rna-splicing-20261011-alavi2026-protocol-multigene

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (HU. IDENT.)', column 'Sensitivity' (PDF page 9 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Spliceogenic versus benign classification on an independent 65-gene set with OPA1-derived thresholds (Alavi Table IV)
Dataset: Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)
107 (100%) Specificity
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)

rna-splicing-20261011-alavi2026-protocol-multigene

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (HU. IDENT.)', column 'Specificity' (PDF page 9 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Spliceogenic versus benign classification on an independent 65-gene set with OPA1-derived thresholds (Alavi Table IV)
Dataset: Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)
0 (0.0 %) False positive rate (type I error: false positives as a share of the benign set)
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)

rna-splicing-20261011-alavi2026-protocol-multigene

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (HU. IDENT.)', column 'Type I error' (PDF page 9 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Spliceogenic versus benign classification on an independent 65-gene set with OPA1-derived thresholds (Alavi Table IV)
Dataset: Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)
22 (28.9%) Proportion (type II error: false negatives as a share of the splicing set (false-negative rate))
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on Multi-gene spliceogenic test set (76 spliceogenic, 107 benign, 65 genes)

rna-splicing-20261011-alavi2026-protocol-multigene

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (HU. IDENT.)', column 'Type II error' (PDF page 9 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Splice-defect classification of OPA1 variants with thresholds tuned on the same sets (Alavi Table III, evaluation sets)
Dataset: OPA1 LOVD evaluation sets (49 splicing, 79 benign)
92.2% Accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on OPA1 LOVD evaluation sets (49 splicing, 79 benign)

rna-splicing-20261011-alavi2026-protocol-opa1-evaluation

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table III, row 'EVO2 40B (HU. IDENT.)', column 'Accuracy' (PDF page 6 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Splice-defect classification of OPA1 variants with thresholds tuned on the same sets (Alavi Table III, evaluation sets)
Dataset: OPA1 LOVD evaluation sets (49 splicing, 79 benign)
86.8% Precision
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on OPA1 LOVD evaluation sets (49 splicing, 79 benign)

rna-splicing-20261011-alavi2026-protocol-opa1-evaluation

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table III, row 'EVO2 40B (HU. IDENT.)', column 'PPV' (PDF page 6 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Splice-defect classification of OPA1 variants with thresholds tuned on the same sets (Alavi Table III, evaluation sets)
Dataset: OPA1 LOVD evaluation sets (49 splicing, 79 benign)
46 (93.9%) Recall
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on OPA1 LOVD evaluation sets (49 splicing, 79 benign)

rna-splicing-20261011-alavi2026-protocol-opa1-evaluation

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table III, row 'EVO2 40B (HU. IDENT.)', column 'Sensitivity' (PDF page 6 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Splice-defect classification of OPA1 variants with thresholds tuned on the same sets (Alavi Table III, evaluation sets)
Dataset: OPA1 LOVD evaluation sets (49 splicing, 79 benign)
72 (91.1%) Specificity
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on OPA1 LOVD evaluation sets (49 splicing, 79 benign)

rna-splicing-20261011-alavi2026-protocol-opa1-evaluation

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table III, row 'EVO2 40B (HU. IDENT.)', column 'Specificity' (PDF page 6 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Splice-defect classification of OPA1 variants with thresholds tuned on the same sets (Alavi Table III, evaluation sets)
Dataset: OPA1 LOVD evaluation sets (49 splicing, 79 benign)
7 (8.9%) False positive rate (type I error: false positives as a share of the benign set)
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on OPA1 LOVD evaluation sets (49 splicing, 79 benign)

rna-splicing-20261011-alavi2026-protocol-opa1-evaluation

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table III, row 'EVO2 40B (HU. IDENT.)', column 'Type I error' (PDF page 6 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Splice-defect classification of OPA1 variants with thresholds tuned on the same sets (Alavi Table III, evaluation sets)
Dataset: OPA1 LOVD evaluation sets (49 splicing, 79 benign)
3 (6.1%) Proportion (type II error: false negatives as a share of the splicing set (false-negative rate))
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on OPA1 LOVD evaluation sets (49 splicing, 79 benign)

rna-splicing-20261011-alavi2026-protocol-opa1-evaluation

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table III, row 'EVO2 40B (HU. IDENT.)', column 'Type II error' (PDF page 6 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Share of further OPA1 pathogenic substitutions and VUS called splice-altering (Alavi Table III, extended corpus)
Dataset: OPA1 extended LOVD corpus (306 pathogenic substitutions, 69 VUS)
276 (90.2%) Proportion (share of 306 further OPA1 pathogenic substitutions called splice-altering)
percent · unknown

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on OPA1 extended LOVD corpus (306 pathogenic substitutions, 69 VUS)

rna-splicing-20261011-alavi2026-protocol-opa1-extended-positive-calls

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table III, row 'EVO2 40B (HU. IDENT.)', column 'Positive mutations' (PDF page 6 of 11)
Configuration: Evo2 40B (human identifier) (Alavi 2026)Protocol: Share of further OPA1 pathogenic substitutions and VUS called splice-altering (Alavi Table III, extended corpus)
Dataset: OPA1 extended LOVD corpus (306 pathogenic substitutions, 69 VUS)
47 (68.1%) Proportion (share of 69 OPA1 VUS substitutions called splice-altering)
percent · unknown

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Evo2 40B (human identifier) on OPA1 extended LOVD corpus (306 pathogenic substitutions, 69 VUS)

rna-splicing-20261011-alavi2026-protocol-opa1-extended-positive-calls

Aggregation: Not reported

Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table III, row 'EVO2 40B (HU. IDENT.)', column 'Positive VUS' (PDF page 6 of 11)

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Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

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Technical metadata and extraction receipts

Stable ID: rna-splicing-20261011-alavi2026-config-evo2-40b-human-identifier

areas
dna-genomes
contexts
clinical_research
method types
foundation_model
reported name
EVO2 40B (HU. IDENT.)
foundation model eligible
true
version
NVIDIA NIM evo2-40b:2.0.0
parameters
As without identifier, but the prefix is prepended with a human taxonomic identifier; LLR fwd <= -5.69 or rev <= -5.55
access reuse
NVIDIA API catalog microservice
source locator
Methods C to H; Table III and IV row label
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