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
52 evaluations · 55 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.
All 55 result rows with coverage, uncertainty and sources
Filter evaluations
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: NT (GenBench) | Protocol: GenBench Bulk RNA expression Dataset: GenBench Bulk RNA expression | 0.396 MSE unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Bulk RNA expression lit-genomics-20261011-genbench-protocol-bulk-rna-expression Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 8, row 'Bulk RNA expression', column 'Nucleotide Transformer MSE' |
| Configuration: NT (GenBench) | Protocol: GenBench Bulk RNA expression Dataset: GenBench Bulk RNA expression | 0.783 Spearman unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Bulk RNA expression lit-genomics-20261011-genbench-protocol-bulk-rna-expression Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 8, row 'Bulk RNA expression', column 'Nucleotide Transformer Spearman' |
| Configuration: NT (GenBench) | Protocol: GenBench Drosophila enhancer activity (dev) Dataset: GenBench Drosophila enhancer activity (dev) | 0.612 Pearson unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Drosophila enhancer activity (dev) lit-genomics-20261011-genbench-protocol-drosophila-enhancer-activity-dev Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 3, row 'Drosophila enhancer activity (dev)', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Drosophila enhancer activity (hk) Dataset: GenBench Drosophila enhancer activity (hk) | 0.736 Pearson unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Drosophila enhancer activity (hk) lit-genomics-20261011-genbench-protocol-drosophila-enhancer-activity-hk Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 3, row 'Drosophila enhancer activity (hk)', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Drosophila enhancer activity (Mean) Dataset: GenBench Drosophila enhancer activity (Mean) | 0.674 Pearson (mean of dev and hk as printed) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Drosophila enhancer activity (Mean) lit-genomics-20261011-genbench-protocol-drosophila-enhancer-activity-mean Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 3, row 'Drosophila enhancer activity (Mean)', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Genomic structure prediction (H1-ESC) Dataset: GenBench Genomic structure prediction (H1-ESC) | - MSE unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Genomic structure prediction (H1-ESC) lit-genomics-20261011-genbench-protocol-genome-structure-h1-esc Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 7, row 'Genomic structure prediction (H1-ESC)', column 'NT MSE' |
| Configuration: NT (GenBench) | Protocol: GenBench Genomic structure prediction (H1-ESC) Dataset: GenBench Genomic structure prediction (H1-ESC) | - Pearson unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Genomic structure prediction (H1-ESC) lit-genomics-20261011-genbench-protocol-genome-structure-h1-esc Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 7, row 'Genomic structure prediction (H1-ESC)', column 'NT Pearson' |
| Configuration: NT (GenBench) | Protocol: GenBench Genomic structure prediction (HFF) Dataset: GenBench Genomic structure prediction (HFF) | - MSE unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Genomic structure prediction (HFF) lit-genomics-20261011-genbench-protocol-genome-structure-hff Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 7, row 'Genomic structure prediction (HFF)', column 'NT MSE' |
| Configuration: NT (GenBench) | Protocol: GenBench Genomic structure prediction (HFF) Dataset: GenBench Genomic structure prediction (HFF) | - Pearson unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Genomic structure prediction (HFF) lit-genomics-20261011-genbench-protocol-genome-structure-hff Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 7, row 'Genomic structure prediction (HFF)', column 'NT Pearson' |
| Configuration: NT (GenBench) | Protocol: GenBench Long-range Promoters Prediction Dataset: GenBench Long-range Promoters Prediction | 0.989 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Long-range Promoters Prediction lit-genomics-20261011-genbench-protocol-long-promoters-prediction Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 6, row 'Long-range Promoters Prediction', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Long-range Species Classification Dataset: GenBench Long-range Species Classification | 0.786 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Long-range Species Classification lit-genomics-20261011-genbench-protocol-long-species-classification Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 6, row 'Long-range Species Classification', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Long-range splice site prediction (Mean) Dataset: GenBench Long-range splice site prediction (Mean) | 0.639 AUROC (mean of donor and acceptor as printed) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Long-range splice site prediction (Mean) lit-genomics-20261011-genbench-protocol-long-splice-mean Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 5, row 'Long-range splice site prediction (Mean)', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Long-range splice site prediction (Splice acceptor) Dataset: GenBench Long-range splice site prediction (Splice acceptor) | 0.722 AUROC unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Long-range splice site prediction (Splice acceptor) lit-genomics-20261011-genbench-protocol-long-splice-splice-acceptor Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 5, row 'Long-range splice site prediction (Splice acceptor)', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Long-range splice site prediction (Splice donar) Dataset: GenBench Long-range splice site prediction (Splice donar) | 0.557 AUROC unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Long-range splice site prediction (Splice donar) lit-genomics-20261011-genbench-protocol-long-splice-splice-donar Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 5, row 'Long-range splice site prediction (Splice donar)', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Coding vs Intergenomic Dataset: GenBench Coding vs Intergenomic | 0.958 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Coding vs Intergenomic lit-genomics-20261011-genbench-protocol-short-coding-vs-intergenomic Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Coding vs Intergenomic', column 'NT' |
| Configuration: NT (GenBench) | Protocol: GenBench Human Core Promoter Detection Dataset: GenBench Human Core Promoter Detection | 0.854 Accuracy (task-level value as printed in Table 4; mean of the Table 10 dataset rows) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Human Core Promoter Detection lit-genomics-20261011-genbench-protocol-short-human-core-promoter-detection Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Core Promoter Detection', column 'NT' |
| Configuration: NT (GenBench) | Protocol: GenBench Human Core Promoter Detection, dataset all Dataset: GenBench Human Core Promoter Detection, dataset all | 0.843 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Human Core Promoter Detection, dataset all lit-genomics-20261011-genbench-protocol-short-human-core-promoter-detection-all Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 10, row 'Human Core Promoter Detection, dataset all', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Human Core Promoter Detection, dataset notata Dataset: GenBench Human Core Promoter Detection, dataset notata | 0.851 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Human Core Promoter Detection, dataset notata lit-genomics-20261011-genbench-protocol-short-human-core-promoter-detection-notata Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 10, row 'Human Core Promoter Detection, dataset notata', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Human Core Promoter Detection, dataset tata Dataset: GenBench Human Core Promoter Detection, dataset tata | 0.868 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNucleotide Transformer on GenBench Human Core Promoter Detection, dataset tata lit-genomics-20261011-genbench-protocol-short-human-core-promoter-detection-tata Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 10, row 'Human Core Promoter Detection, dataset tata', column 'Nucleotide Transformer' |
| Configuration: NT (GenBench) | Protocol: GenBench Human Enhancers Cohn Dataset: GenBench Human Enhancers Cohn | 0.761 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Human Enhancers Cohn lit-genomics-20261011-genbench-protocol-short-human-enhancers-cohn Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Enhancers Cohn', column 'NT' |
| Configuration: NT (GenBench) | Protocol: GenBench Human Enhancers Ensembl Dataset: GenBench Human Enhancers Ensembl | 0.924 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Human Enhancers Ensembl lit-genomics-20261011-genbench-protocol-short-human-enhancers-ensembl Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Enhancers Ensembl', column 'NT' |
| Configuration: NT (GenBench) | Protocol: GenBench Human Ensembl Regulatory Dataset: GenBench Human Ensembl Regulatory | 0.94 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Human Ensembl Regulatory lit-genomics-20261011-genbench-protocol-short-human-ensembl-regulatory Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Ensembl Regulatory', column 'NT' |
| Configuration: NT (GenBench) | Protocol: GenBench Human Nontata Promoters Dataset: GenBench Human Nontata Promoters | 0.929 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Human Nontata Promoters lit-genomics-20261011-genbench-protocol-short-human-nontata-promoters Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Nontata Promoters', column 'NT' |
| Configuration: NT (GenBench) | Protocol: GenBench Human OCR Ensembl Dataset: GenBench Human OCR Ensembl | 0.804 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Human OCR Ensembl lit-genomics-20261011-genbench-protocol-short-human-ocr-ensembl Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human OCR Ensembl', column 'NT' |
| Configuration: NT (GenBench) | Protocol: GenBench Human Promoter Detection Dataset: GenBench Human Promoter Detection | 0.939 Accuracy (task-level value as printed in Table 4; mean of the Table 10 dataset rows) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT on GenBench Human Promoter Detection lit-genomics-20261011-genbench-protocol-short-human-promoter-detection Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Promoter Detection', column 'NT' |
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Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
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- GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Original source · arXiv 2406.01627 version 2
Technical metadata and extraction receipts
Stable ID: lit-genomics-20261011-genbench-config-nt
- areas
- dna-genomes
- contexts
- research
- method types
- foundation_model
- reported name
- Nucleotide Transformer
- foundation model eligible
- true
- parameters
- 498M parameters (Table 9); fine-tuned 100 epochs, AdamW, cosine decay
- access reuse
- Public checkpoint
- source locator
- Table 9; table headers
- missing metadata
- version: reason: unreported; note: Checkpoint name not printed; parameter count only
Related records
- configuration of: Nucleotide Transformer v2
- system: Nucleotide Transformer on GenBench Bulk RNA expression
- system: Nucleotide Transformer on GenBench Drosophila enhancer activity (dev)
- system: Nucleotide Transformer on GenBench Drosophila enhancer activity (hk)
- system: Nucleotide Transformer on GenBench Drosophila enhancer activity (Mean)
- system: NT on GenBench Genomic structure prediction (H1-ESC)
- system: NT on GenBench Genomic structure prediction (HFF)
- system: Nucleotide Transformer on GenBench Long-range Promoters Prediction
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- system: Nucleotide Transformer on GenBench Long-range splice site prediction (Splice acceptor)
- system: Nucleotide Transformer on GenBench Long-range splice site prediction (Splice donar)
- system: NT on GenBench Coding vs Intergenomic
- system: NT on GenBench Human Core Promoter Detection
- system: Nucleotide Transformer on GenBench Human Core Promoter Detection, dataset all
- system: Nucleotide Transformer on GenBench Human Core Promoter Detection, dataset notata
- system: Nucleotide Transformer on GenBench Human Core Promoter Detection, dataset tata
- system: NT on GenBench Human Enhancers Cohn
- system: NT on GenBench Human Enhancers Ensembl
- system: NT on GenBench Human Ensembl Regulatory
- system: NT on GenBench Human Nontata Promoters
- system: NT on GenBench Human OCR Ensembl
- system: NT on GenBench Human Promoter Detection
- system: Nucleotide Transformer on GenBench Human Promoter Detection, dataset all
- system: Nucleotide Transformer on GenBench Human Promoter Detection, dataset notata
- system: Nucleotide Transformer on GenBench Human Promoter Detection, dataset tata
- system: NT on GenBench Human Splice Site Detection
- system: NT on GenBench Human Transcription Factor Prediction
- system: Nucleotide Transformer on GenBench Human Transcription Factor Prediction, dataset 0
- system: Nucleotide Transformer on GenBench Human Transcription Factor Prediction, dataset 1
- system: Nucleotide Transformer on GenBench Human Transcription Factor Prediction, dataset 2
- system: Nucleotide Transformer on GenBench Human Transcription Factor Prediction, dataset 3
- system: Nucleotide Transformer on GenBench Human Transcription Factor Prediction, dataset 4
- system: NT on GenBench Human vs Worm
- system: NT on GenBench Mouse Enhancers
- system: NT on GenBench Mouse Transcription Factor Prediction
- system: Nucleotide Transformer on GenBench Mouse Transcription Factor Prediction, dataset 0
- system: Nucleotide Transformer on GenBench Mouse Transcription Factor Prediction, dataset 1
- system: Nucleotide Transformer on GenBench Mouse Transcription Factor Prediction, dataset 2
- system: Nucleotide Transformer on GenBench Mouse Transcription Factor Prediction, dataset 3
- system: Nucleotide Transformer on GenBench Mouse Transcription Factor Prediction, dataset 4
- system: NT on GenBench Virus Covid Variant Classification
- system: NT on GenBench Yeast Epigenetic Marks Prediction
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H3
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H3K14ac
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H3K36me3
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H3K4me1
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H3K4me2
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H3K4me3
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H3K79me3
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H3K9ac
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H4
- system: Nucleotide Transformer on GenBench Yeast Epigenetic Marks Prediction, dataset H4ac