Published comparison transcribed from the pinned source; not reproduced.
1 evaluation · 6 results. Different protocols are not a single leaderboard.
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)
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 configuration | Accuracy | False positive rate (type I error: false positives as a share of the benign set) | Precision | Proportion (type II error: false negatives as a share of the splicing set (false-negative rate)) | Recall | Specificity |
|---|---|---|---|---|---|---|
| Evo2 40B (without human identifier) (Alavi 2026)Evaluation | 85.2% | 0 (0.0 %) | 100% | 27 (35.5%) | 49 (64.5%) | 107 (100%) |
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Evo2 40B (without 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) | 85.2% Accuracy percent · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourcerna-splicing-20261011-alavi2026-protocol-multigene Aggregation: Not reported Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (W/O HU. IDENT.)', column 'Accuracy' (PDF page 9 of 11) |
| Configuration: Evo2 40B (without 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 checkedMethods, coverage and sourcerna-splicing-20261011-alavi2026-protocol-multigene Aggregation: Not reported Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (W/O HU. IDENT.)', column 'PPV' (PDF page 9 of 11) |
| Configuration: Evo2 40B (without 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) | 49 (64.5%) Recall percent · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourcerna-splicing-20261011-alavi2026-protocol-multigene Aggregation: Not reported Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (W/O HU. IDENT.)', column 'Sensitivity' (PDF page 9 of 11) |
| Configuration: Evo2 40B (without 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 checkedMethods, coverage and sourcerna-splicing-20261011-alavi2026-protocol-multigene Aggregation: Not reported Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (W/O HU. IDENT.)', column 'Specificity' (PDF page 9 of 11) |
| Configuration: Evo2 40B (without 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 checkedMethods, coverage and sourcerna-splicing-20261011-alavi2026-protocol-multigene Aggregation: Not reported Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (W/O HU. IDENT.)', column 'Type I error' (PDF page 9 of 11) |
| Configuration: Evo2 40B (without 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) | 27 (35.5%) 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 checkedMethods, coverage and sourcerna-splicing-20261011-alavi2026-protocol-multigene Aggregation: Not reported Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) · Table IV, row 'EVO2 40B (W/O HU. IDENT.)', column 'Type II error' (PDF page 9 of 11) |
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18 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: adaptation zero-shot scores with thresholds grid-searched on the OPA1 evaluation sets Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
| Comparison: aggregation Whole set Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
| Comparison: budget Not reported Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
| Comparison: dataset version As assembled by Alavi 2026 Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
| Comparison: inputs Single-nucleotide variant with genomic sequence context (GRCh38) Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
| Comparison: metric implementation Equations 1 to 5 (type I error, type II error, accuracy, specificity, sensitivity); PPV Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
| Comparison: population 76 functionally validated spliceogenic substitutions at canonical splice sites of 65 genes from Bournazos et al. 2022 (RNA diagnostics in clinically accessible specimens) and Dawes et al. 2023 (SpliceVault), with 107 high-confidence ClinVar benign intronic substitutions from 46 of the 65 genes Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
| Comparison: protocol id rna-splicing-20261011-alavi2026-protocol-multigene Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
| Comparison: split No split Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
| Origin independent_paper Context-only references | Probing Genomic Foundation Models with Splice-Variant Perturbations (Alavi, bioRxiv 2026) Table IV row 'EVO2 40B (W/O HU. IDENT.)' Version: bioRxiv preprint version 1, posted 2026-10-09; full-text PDF (11 pages) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF when serving it (ModDate and the second document ID), so later retrievals differ. A reviewer retrieval on 2026-10-12 of the same length (1,823,372 bytes) had SHA-256 e22491e217c7c158528668b38bcb8b9855b89617b807c60b740795a204c84b0a and ModDate D:20261011221204-07'00'. All 168 Table III and IV cells in that copy match the stored results. |
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
Stable ID: rna-splicing-20261011-alavi2026-eval-multigene-evo2-40b-without-human-identifier