Nucleotide Transformer benchmark (18 tasks)
Eighteen human genomic classification tasks (ten histone marks, enhancers, enhancer types, three promoter sets and three splice-site sets) scored by MCC with tenfold cross-validation.
Results are recorded on the linked protocols, tasks or configurations listed below. Their settings and evaluations are kept separate.
Overview
An explanatory profile has not yet been reviewed for this record.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Results on linked records
This benchmark has no results of its own in this release. 37 linked records have results. They are not assigned to the underlying benchmark: each record keeps its own settings and evaluations, and its scores are on its own page.
- NT benchmark Enhancer, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark Enhancer, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark Enhancer types, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark Enhancer types, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H2AFZ, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H2AFZ, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H3K27ac, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H3K27ac, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H3K27me3, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H3K27me3, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H3K36me3, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H3K36me3, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H3K4me1, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H3K4me1, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H3K4me2, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H3K4me2, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H3K4me3, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H3K4me3, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H3K9ac, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H3K9ac, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H3K9me3, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H3K9me3, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark H4K20me1, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark H4K20me1, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark normalised summed performance (Supplementary Table 9) Protocol · part of this benchmark · 23 evaluations · 23 results
- NT benchmark Promoter all, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark Promoter all, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark Promoter non-TATA, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark Promoter non-TATA, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark Promoter TATA, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark Promoter TATA, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark Splice acceptor, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark Splice acceptor, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark Splice donor, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark Splice donor, probing Protocol · part of this benchmark · 8 evaluations · 8 results
- NT benchmark Splice site all, fine-tuning (PEFT) Protocol · part of this benchmark · 14 evaluations · 14 results
- NT benchmark Splice site all, probing Protocol · part of this benchmark · 8 evaluations · 8 results
Methods and evaluation design
Procedure, tasks and evaluated configurations
Baseline coverage
Reference methods help show what a model adds beyond simple controls. We track a null control and a conventional method for each protocol.
0 of 74 active baseline roles have published Rewire measurements in this release. Measurements on a selected protocol do not establish coverage of an entire suite.
Baseline status by linked protocol
- NT benchmark Enhancer, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark Enhancer, probing · 0/2 roles measured
- NT benchmark Enhancer types, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark Enhancer types, probing · 0/2 roles measured
- NT benchmark H2AFZ, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H2AFZ, probing · 0/2 roles measured
- NT benchmark H3K27ac, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H3K27ac, probing · 0/2 roles measured
- NT benchmark H3K27me3, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H3K27me3, probing · 0/2 roles measured
- NT benchmark H3K36me3, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H3K36me3, probing · 0/2 roles measured
- NT benchmark H3K4me1, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H3K4me1, probing · 0/2 roles measured
- NT benchmark H3K4me2, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H3K4me2, probing · 0/2 roles measured
- NT benchmark H3K4me3, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H3K4me3, probing · 0/2 roles measured
- NT benchmark H3K9ac, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H3K9ac, probing · 0/2 roles measured
- NT benchmark H3K9me3, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H3K9me3, probing · 0/2 roles measured
- NT benchmark H4K20me1, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark H4K20me1, probing · 0/2 roles measured
- NT benchmark normalised summed performance (Supplementary Table 9) · 0/2 roles measured
- NT benchmark Promoter all, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark Promoter all, probing · 0/2 roles measured
- NT benchmark Promoter non-TATA, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark Promoter non-TATA, probing · 0/2 roles measured
- NT benchmark Promoter TATA, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark Promoter TATA, probing · 0/2 roles measured
- NT benchmark Splice acceptor, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark Splice acceptor, probing · 0/2 roles measured
- NT benchmark Splice donor, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark Splice donor, probing · 0/2 roles measured
- NT benchmark Splice site all, fine-tuning (PEFT) · 0/2 roles measured
- NT benchmark Splice site all, probing · 0/2 roles measured
Protocol coverage CSV (gzip) · Model evaluation matrix (gzip) · Source table (gzip) · Release and checksums (gzip)
Coverage is derived from release 2026-10-22-1b7cf027e4f6. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.
Run instructions
No runnable recipe has been reviewed for this benchmark. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.
Strengths, limitations and unresolved questions
Evidence
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
Evidence table
Inspect claims, sources and review details
Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.
One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
0 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
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No evidence rows match these filters. Choose another scope or clear the search.
Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
1 source record and release history
- 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)
Technical metadata and extraction receipts
Stable ID: lit-genomics-20261011-ntbench-benchmark-nucleotide-transformer-benchmark
- areas
- dna-genomes
- contexts
- research
- entity level
- suite
- version
- Nature Methods 2025 (Supplementary Table 5)
- task
- Genomic sequence classification
- scope note
- Probing (Supplementary Table 6) and parameter-efficient fine-tuning (Supplementary Table 7) of NT models, with DNABERT-2, HyenaDNA, Enformer, BPNet and randomly initialised controls.
- source locator
- Supplementary Table 5; Supplementary Tables 6, 7 and 9
Related records
- part of: NT benchmark Enhancer, fine-tuning (PEFT)
- part of: NT benchmark Enhancer, probing
- part of: NT benchmark Enhancer types, fine-tuning (PEFT)
- part of: NT benchmark Enhancer types, probing
- part of: NT benchmark H2AFZ, fine-tuning (PEFT)
- part of: NT benchmark H2AFZ, probing
- part of: NT benchmark H3K27ac, fine-tuning (PEFT)
- part of: NT benchmark H3K27ac, probing
- part of: NT benchmark H3K27me3, fine-tuning (PEFT)
- part of: NT benchmark H3K27me3, probing
- part of: NT benchmark H3K36me3, fine-tuning (PEFT)
- part of: NT benchmark H3K36me3, probing
- part of: NT benchmark H3K4me1, fine-tuning (PEFT)
- part of: NT benchmark H3K4me1, probing
- part of: NT benchmark H3K4me2, fine-tuning (PEFT)
- part of: NT benchmark H3K4me2, probing
- part of: NT benchmark H3K4me3, fine-tuning (PEFT)
- part of: NT benchmark H3K4me3, probing
- part of: NT benchmark H3K9ac, fine-tuning (PEFT)
- part of: NT benchmark H3K9ac, probing
- part of: NT benchmark H3K9me3, fine-tuning (PEFT)
- part of: NT benchmark H3K9me3, probing
- part of: NT benchmark H4K20me1, fine-tuning (PEFT)
- part of: NT benchmark H4K20me1, probing
- part of: NT benchmark normalised summed performance (Supplementary Table 9)
- part of: NT benchmark Promoter all, fine-tuning (PEFT)
- part of: NT benchmark Promoter all, probing
- part of: NT benchmark Promoter non-TATA, fine-tuning (PEFT)
- part of: NT benchmark Promoter non-TATA, probing
- part of: NT benchmark Promoter TATA, fine-tuning (PEFT)
- part of: NT benchmark Promoter TATA, probing
- part of: NT benchmark Splice acceptor, fine-tuning (PEFT)
- part of: NT benchmark Splice acceptor, probing
- part of: NT benchmark Splice donor, fine-tuning (PEFT)
- part of: NT benchmark Splice donor, probing
- part of: NT benchmark Splice site all, fine-tuning (PEFT)
- part of: NT benchmark Splice site all, probing