NTv3 (zero-shot, GFMBench-API)
NTv3, a configuration of Nucleotide Transformer v3: Nucleotide Transformer v3, about 8M parameters; Hugging Face checkpoint; zero-shot.
Overview
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Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluations and results
18 evaluations · 72 results. Different protocols are not a single leaderboard.
Sorted by AUPRC (zero-shot; cosine similarity of reference and alternate sequence embeddings) (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.
All 72 result rows with coverage, uncertainty and sources
Filter evaluations
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Disease, zs-embedding Dataset: Bend Variant Effects Disease test set (GFMBench-API) | 0.147 AUPRC (zero-shot; cosine similarity of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Disease (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-disease-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Disease', row 'NTv3', column 'Cos AUPRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Disease, zs-embedding Dataset: Bend Variant Effects Disease test set (GFMBench-API) | 0.713 AUROC (zero-shot; cosine similarity of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Disease (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-disease-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Disease', row 'NTv3', column 'Cos AUROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Disease, zs-embedding Dataset: Bend Variant Effects Disease test set (GFMBench-API) | 0.152 AUPRC (zero-shot; L2 distance of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Disease (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-disease-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Disease', row 'NTv3', column 'L2 AUPRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Disease, zs-embedding Dataset: Bend Variant Effects Disease test set (GFMBench-API) | 0.72 AUROC (zero-shot; L2 distance of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Disease (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-disease-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Disease', row 'NTv3', column 'L2 AUROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Disease, zs-embedding Dataset: Bend Variant Effects Disease test set (GFMBench-API) | 0.275 AUPRC (zero-shot; cosine similarity of embeddings at the SNV position) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Disease (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-disease-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Disease', row 'NTv3', column 'SNV Cos AUPRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Disease, zs-embedding Dataset: Bend Variant Effects Disease test set (GFMBench-API) | 0.768 AUROC (zero-shot; cosine similarity of embeddings at the SNV position) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Disease (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-disease-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Disease', row 'NTv3', column 'SNV Cos AUROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Disease, zs-mlm-llr Dataset: Bend Variant Effects Disease test set (GFMBench-API) | 0.158 AUPRC (zero-shot; masked log-likelihood ratio) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Disease (zs-mlm-llr) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-disease-zs-mlm-llr Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 4, task 'Bend Variant Effects Disease', row 'NTv3', column 'Msk LLR PRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Disease, zs-mlm-llr Dataset: Bend Variant Effects Disease test set (GFMBench-API) | 0.665 AUROC (zero-shot; masked log-likelihood ratio) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Disease (zs-mlm-llr) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-disease-zs-mlm-llr Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 4, task 'Bend Variant Effects Disease', row 'NTv3', column 'Msk LLR ROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Expression, zs-embedding Dataset: Bend Variant Effects Expression test set (GFMBench-API) | 0.0789 AUPRC (zero-shot; cosine similarity of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Expression (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-expression-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Expression', row 'NTv3', column 'Cos AUPRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Expression, zs-embedding Dataset: Bend Variant Effects Expression test set (GFMBench-API) | 0.514 AUROC (zero-shot; cosine similarity of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Expression (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-expression-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Expression', row 'NTv3', column 'Cos AUROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Expression, zs-embedding Dataset: Bend Variant Effects Expression test set (GFMBench-API) | 0.0818 AUPRC (zero-shot; L2 distance of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Expression (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-expression-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Expression', row 'NTv3', column 'L2 AUPRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Expression, zs-embedding Dataset: Bend Variant Effects Expression test set (GFMBench-API) | 0.532 AUROC (zero-shot; L2 distance of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Expression (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-expression-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Expression', row 'NTv3', column 'L2 AUROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Expression, zs-embedding Dataset: Bend Variant Effects Expression test set (GFMBench-API) | 0.064 AUPRC (zero-shot; cosine similarity of embeddings at the SNV position) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Expression (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-expression-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Expression', row 'NTv3', column 'SNV Cos AUPRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Expression, zs-embedding Dataset: Bend Variant Effects Expression test set (GFMBench-API) | 0.447 AUROC (zero-shot; cosine similarity of embeddings at the SNV position) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Expression (zs-embedding) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-expression-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'Bend Variant Effects Expression', row 'NTv3', column 'SNV Cos AUROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Expression, zs-mlm-llr Dataset: Bend Variant Effects Expression test set (GFMBench-API) | 0.0682 AUPRC (zero-shot; masked log-likelihood ratio) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Expression (zs-mlm-llr) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-expression-zs-mlm-llr Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 4, task 'Bend Variant Effects Expression', row 'NTv3', column 'Msk LLR PRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API Bend Variant Effects Expression, zs-mlm-llr Dataset: Bend Variant Effects Expression test set (GFMBench-API) | 0.487 AUROC (zero-shot; masked log-likelihood ratio) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API Bend Variant Effects Expression (zs-mlm-llr) lit-genomics-20261011-gfmbench-protocol-bend-variant-effects-expression-zs-mlm-llr Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 4, task 'Bend Variant Effects Expression', row 'NTv3', column 'Msk LLR ROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API BRCA1, zs-embedding Dataset: BRCA1 test set (GFMBench-API) | 0.246 AUPRC (zero-shot; cosine similarity of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API BRCA1 (zs-embedding) lit-genomics-20261011-gfmbench-protocol-brca1-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'BRCA1', row 'NTv3', column 'Cos AUPRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API BRCA1, zs-embedding Dataset: BRCA1 test set (GFMBench-API) | 0.557 AUROC (zero-shot; cosine similarity of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API BRCA1 (zs-embedding) lit-genomics-20261011-gfmbench-protocol-brca1-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'BRCA1', row 'NTv3', column 'Cos AUROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API BRCA1, zs-embedding Dataset: BRCA1 test set (GFMBench-API) | 0.25 AUPRC (zero-shot; L2 distance of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API BRCA1 (zs-embedding) lit-genomics-20261011-gfmbench-protocol-brca1-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'BRCA1', row 'NTv3', column 'L2 AUPRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API BRCA1, zs-embedding Dataset: BRCA1 test set (GFMBench-API) | 0.562 AUROC (zero-shot; L2 distance of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API BRCA1 (zs-embedding) lit-genomics-20261011-gfmbench-protocol-brca1-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'BRCA1', row 'NTv3', column 'L2 AUROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API BRCA1, zs-embedding Dataset: BRCA1 test set (GFMBench-API) | 0.303 AUPRC (zero-shot; cosine similarity of embeddings at the SNV position) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API BRCA1 (zs-embedding) lit-genomics-20261011-gfmbench-protocol-brca1-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'BRCA1', row 'NTv3', column 'SNV Cos AUPRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API BRCA1, zs-embedding Dataset: BRCA1 test set (GFMBench-API) | 0.624 AUROC (zero-shot; cosine similarity of embeddings at the SNV position) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API BRCA1 (zs-embedding) lit-genomics-20261011-gfmbench-protocol-brca1-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'BRCA1', row 'NTv3', column 'SNV Cos AUROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API BRCA1, zs-mlm-llr Dataset: BRCA1 test set (GFMBench-API) | 0.221 AUPRC (zero-shot; masked log-likelihood ratio) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API BRCA1 (zs-mlm-llr) lit-genomics-20261011-gfmbench-protocol-brca1-zs-mlm-llr Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 4, task 'BRCA1', row 'NTv3', column 'Msk LLR PRC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API BRCA1, zs-mlm-llr Dataset: BRCA1 test set (GFMBench-API) | 0.493 AUROC (zero-shot; masked log-likelihood ratio) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API BRCA1 (zs-mlm-llr) lit-genomics-20261011-gfmbench-protocol-brca1-zs-mlm-llr Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 4, task 'BRCA1', row 'NTv3', column 'Msk LLR ROC' |
| Configuration: NTv3 (zero-shot, GFMBench-API) | Protocol: GFMBench-API ClinVar Indel Pathogenicity, zs-embedding Dataset: ClinVar Indel Pathogenicity test set (GFMBench-API) | 0.944 AUPRC (zero-shot; cosine similarity of reference and alternate sequence embeddings) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNTv3 on GFMBench-API ClinVar Indel Pathogenicity (zs-embedding) lit-genomics-20261011-gfmbench-protocol-clinvar-indel-pathogenicity-zs-embedding Aggregation: Not reported GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Table 3, task 'ClinVar Indel Pathogenicity', row 'NTv3', column 'Cos AUPRC' |
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Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
1 source record and release history
- GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models · Original source · bioRxiv preprint version 2, posted 2026-08-11
Technical metadata and extraction receipts
Stable ID: lit-genomics-20261011-gfmbench-config-ntv3-zero-shot
- areas
- dna-genomes
- contexts
- research
- method types
- foundation_model
- reported name
- NTv3
- foundation model eligible
- true
- parameters
- Nucleotide Transformer v3, about 8M parameters; Hugging Face checkpoint; zero-shot
- access reuse
- Public checkpoint (Hugging Face; Evo2 via NVIDIA BioNeMo)
- source locator
- Benchmark Results sections A and B
- missing metadata
- version: reason: unreported; note: Checkpoint revision not printed; parameter count only
- provenance note
- NTv3 as evaluated in GFMBench-API, zero-shot.
Related records
- configuration of: Nucleotide Transformer v3
- system: NTv3 on GFMBench-API Bend Variant Effects Disease (zs-embedding)
- system: NTv3 on GFMBench-API Bend Variant Effects Disease (zs-mlm-llr)
- system: NTv3 on GFMBench-API Bend Variant Effects Expression (zs-embedding)
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