Dataset

NT benchmark, all 18 tasks

All 18 Nucleotide Transformer downstream tasks.

Evaluation results

25 evaluations · 25 results. Different protocols are not a single leaderboard.

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Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: Nucleotide Transformer 2.5B-parameter models, IA3 fine-tuning (Dalla-Torre et al. 2025)	Protocol: Nucleotide Transformer IA3 fine-tuning run time (Dalla-Torre et al. 2025 Methods 'Hardware') Dataset: NT benchmark, all 18 tasks	50 Runtime (Mean wall time per IA3 fine-tuning run) minute · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Fine-tuning time conflicts within the article. Methods 'Hardware' say all fine-tuning runs used one node of eight A100 GPUs and averaged 20 min (500M-parameter models) and 50 min (2.5B-parameter models); the Discussion says the IA3 technique allows even the largest models to be fine-tuned in under 15 min on a single GPU. Both are recorded; neither is preferred.Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) · Methods, 'Data preparation > Hardware', paragraph 1; Discussion, paragraph 3 Methods, coverage and source NT 2.5B-parameter models IA3 fine-tuning run time (Dalla-Torre et al. 2025) gfm-guide-20261014-protocol-nt-ia3-finetune-runtime Aggregation: Not reported Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) · Methods, 'Data preparation > Hardware', paragraph 1: 'On average, a fine-tuning run lasted 20 min for the 500M-parameter models and 50 min for the 2.5B-parameter models.'
Configuration: Nucleotide Transformer 500M-parameter models, IA3 fine-tuning (Dalla-Torre et al. 2025)	Protocol: Nucleotide Transformer IA3 fine-tuning run time (Dalla-Torre et al. 2025 Methods 'Hardware') Dataset: NT benchmark, all 18 tasks	20 Runtime (Mean wall time per IA3 fine-tuning run) minute · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Fine-tuning time conflicts within the article. Methods 'Hardware' say all fine-tuning runs used one node of eight A100 GPUs and averaged 20 min (500M-parameter models) and 50 min (2.5B-parameter models); the Discussion says the IA3 technique allows even the largest models to be fine-tuned in under 15 min on a single GPU. Both are recorded; neither is preferred.Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) · Methods, 'Data preparation > Hardware', paragraph 1; Discussion, paragraph 3 Methods, coverage and source NT 500M-parameter models IA3 fine-tuning run time (Dalla-Torre et al. 2025) gfm-guide-20261014-protocol-nt-ia3-finetune-runtime Aggregation: Not reported Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) · Methods, 'Data preparation > Hardware', paragraph 1: 'On average, a fine-tuning run lasted 20 min for the 500M-parameter models and 50 min for the 2.5B-parameter models.'
Configuration: BPNet (large), trained from scratch (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.683 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source BPNet (large) (control) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'BPNet (large)', approach 'control', column 'Average performance'
Configuration: BPNet (original), trained from scratch (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.665 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source BPNet (original) (control) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'BPNet (original)', approach 'control', column 'Average performance'
Configuration: BPNet (X-large), trained from scratch (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.566 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source BPNet (X-large) (control) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'BPNet (X-large)', approach 'control', column 'Average performance'
Configuration: DNABERT-1, fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.511 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source DNABERT-1 (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'DNABERT-1', approach 'Finetuning', column 'Average performance'
Configuration: DNABERT-2, parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.723 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source DNABERT-2 (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'DNABERT-2', approach 'Finetuning', column 'Average performance'
Configuration: Enformer, parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.684 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Enformer (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'Enformer', approach 'Finetuning', column 'Average performance'
Configuration: HyenaDNA-1KB, parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.668 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source HyenaDNA-1KB (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'HyenaDNA-1KB', approach 'Finetuning', column 'Average performance'
Configuration: HyenaDNA-32KB, parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.691 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source HyenaDNA-32KB (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'HyenaDNA-32KB', approach 'Finetuning', column 'Average performance'
Configuration: NT-1000G (2.5B), parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.738 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-1000G (2.5B) (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-1000G (2.5B)', approach 'Finetuning', column 'Average performance'
Configuration: NT-1000G (2.5B), probing (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.613 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-1000G (2.5B) (Probing) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-1000G (2.5B)', approach 'Probing', column 'Average performance'
Configuration: NT-1000G (500M), parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.729 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-1000G (500M) (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-1000G (500M)', approach 'Finetuning', column 'Average performance'
Configuration: NT-1000G (500M), probing (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.583 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-1000G (500M) (Probing) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-1000G (500M)', approach 'Probing', column 'Average performance'
Configuration: NT 2.5B Randomly Initialized, trained from scratch (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.399 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT 2.5B Randomly Initialized (Training from scratch) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT 2.5B Randomly Initialized', approach 'Training from scratch', column 'Average performance'
Configuration: NT 500M Randomly Initialized, trained from scratch (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.355 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT 500M Randomly Initialized (Training from scratch) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT 500M Randomly Initialized', approach 'Training from scratch', column 'Average performance'
Configuration: NT-HumanRef (500M), parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.733 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-HumanRef (500M) (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-HumanRef (500M)', approach 'Finetuning', column 'Average performance'
Configuration: NT-HumanRef (500M), probing (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.534 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-HumanRef (500M) (Probing) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-HumanRef (500M)', approach 'Probing', column 'Average performance'
Configuration: NT-Multispecies (2.5B), parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.755 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-Multispecies (2.5B) (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-Multispecies (2.5B)', approach 'Finetuning', column 'Average performance'
Configuration: NT-Multispecies (2.5B), probing (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.644 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-Multispecies (2.5B) (Probing) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-Multispecies (2.5B)', approach 'Probing', column 'Average performance'
Configuration: NT-Multispecies-v2 (100M), parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.748 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-Multispecies-v2 (100M) (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-Multispecies-v2 (100M)', approach 'Finetuning', column 'Average performance'
Configuration: NT-Multispecies-v2 (250M), parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.769 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-Multispecies-v2 (250M) (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-Multispecies-v2 (250M)', approach 'Finetuning', column 'Average performance'
Configuration: NT-Multispecies-v2 (500M), parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.762 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-Multispecies-v2 (500M) (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-Multispecies-v2 (500M)', approach 'Finetuning', column 'Average performance'
Configuration: NT-Multispecies-v2 (50M), parameter-efficient fine-tuning (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.732 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source NT-Multispecies-v2 (50M) (Finetuning) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'NT-Multispecies-v2 (50M)', approach 'Finetuning', column 'Average performance'
Configuration: Raw Probe, probing of raw sequence (NT benchmark)	Protocol: NT benchmark normalised summed performance (Supplementary Table 9) Dataset: NT benchmark, all 18 tasks	0.391 MCC (mean over three task categories of median cross-validation MCC) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Raw Probe (Probing) NT benchmark normalised summed performance lit-genomics-20261011-ntbench-protocol-normalised-summed-performance Aggregation: Not reported Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Supplementary Table 9, row 'Raw Probe', approach 'Probing', column 'Average performance'

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6 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statement	Original source and location	Review and provenance
Population 18 human tasks in three categories: chromatin profiles, regulatory elements, splicing Context-only references	Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) Original source ↗ Supplementary Table 9 caption Version: Nature Methods 22, 287-297 (published online 2024-11-28); Supplementary Information PDF (MOESM1, 25 pages) Retrieved: 2026-10-11T01:37:37Z	not individually reviewed No individual claim review recorded Audit details Field: `attributes.population` Source artifact SHA-256: `ef0f357a1289aad1910059d455579e242a9a82ab3e32ec38d8ea2584effc436e` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Source location Supplementary Table 9 caption Context-only references	Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) Original source ↗ Supplementary Table 9 caption Version: Nature Methods 22, 287-297 (published online 2024-11-28); Supplementary Information PDF (MOESM1, 25 pages) Retrieved: 2026-10-11T01:37:37Z	not individually reviewed No individual claim review recorded Audit details Field: `attributes.source_locator` Source artifact SHA-256: `ef0f357a1289aad1910059d455579e242a9a82ab3e32ec38d8ea2584effc436e` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Split Tenfold cross-validation Context-only references	Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) Original source ↗ Supplementary Table 9 caption Version: Nature Methods 22, 287-297 (published online 2024-11-28); Supplementary Information PDF (MOESM1, 25 pages) Retrieved: 2026-10-11T01:37:37Z	not individually reviewed No individual claim review recorded Audit details Field: `attributes.split` Source artifact SHA-256: `ef0f357a1289aad1910059d455579e242a9a82ab3e32ec38d8ea2584effc436e` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Description All 18 Nucleotide Transformer downstream tasks. Context-only references	Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) Original source ↗ Supplementary Table 9 caption Version: Nature Methods 22, 287-297 (published online 2024-11-28); Supplementary Information PDF (MOESM1, 25 pages) Retrieved: 2026-10-11T01:37:37Z	not individually reviewed No individual claim review recorded Audit details Field: `description` Source artifact SHA-256: `ef0f357a1289aad1910059d455579e242a9a82ab3e32ec38d8ea2584effc436e` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Relationship: same data as gfm2-20261011-datta2026-data-nt-benchmark Context-only references	Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) Original source ↗ Supplementary Table 9 caption Version: Nature Methods 22, 287-297 (published online 2024-11-28); Supplementary Information PDF (MOESM1, 25 pages) Retrieved: 2026-10-11T01:37:37Z	not individually reviewed No individual claim review recorded Audit details Field: `links:same_data_as:gfm2-20261011-datta2026-data-nt-benchmark` Source artifact SHA-256: `ef0f357a1289aad1910059d455579e242a9a82ab3e32ec38d8ea2584effc436e` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Name NT benchmark, all 18 tasks Context-only references	Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) Original source ↗ Supplementary Table 9 caption Version: Nature Methods 22, 287-297 (published online 2024-11-28); Supplementary Information PDF (MOESM1, 25 pages) Retrieved: 2026-10-11T01:37:37Z	not individually reviewed No individual claim review recorded Audit details Field: `name` Source artifact SHA-256: `ef0f357a1289aad1910059d455579e242a9a82ab3e32ec38d8ea2584effc436e` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact

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

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Nucleotide Transformer: Supplementary Information (Supplementary Tables 1-12) · Original source · Nature Methods 22, 287-297 (published online 2024-11-28); Supplementary Information PDF (MOESM1, 25 pages)

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Stable ID: lit-genomics-20261011-ntbench-data-all-18-tasks

areas: dna-genomes
contexts: research
population: 18 human tasks in three categories: chromatin profiles, regulatory elements, splicing
split: Tenfold cross-validation
source locator: Supplementary Table 9 caption
missing metadata: version: reason: unreported

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