# DNA Sequence Classification on Promoters (test)

Source: [DNA Sequence Classification on Promoters (test)](<https://www.sota2.com/research/sota/dna-sequence-classification-on-promoters-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-15T07:52:19.012Z

Evaluation of DNA Sequence Classification performance on the test split of the Promoters dataset, measured by Accuracy (Acc.) and Area Under the Precision-Recall Curve (AUPRC).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | DNA Sequence Classification |
| Dataset (including any stated split) | Promoters (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/dna-sequence-classification-on-promoters-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUPRC](<https://www.sota2.com/research/sota/dna-sequence-classification-on-promoters-test.md?metric=AUPRC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Nucleotide Transformer | 87.2 | Not recorded | 69df1b9e7d0172140ec7b989 |
| DEFT | 83.3 | Not recorded | 69df1b9e7d0172140ec7b989 |
| CART (2-mers) | 79.3 | Not recorded | 69df1b9e7d0172140ec7b989 |

### Nucleotide Transformer

Accuracy: 87.2. Result ID: 69df433847f34ce924c7c779.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b9e7d0172140ec7b989.md>)

Recorded evaluation configuration: {"Fine-tuning":"LoRA","LoRA rank":"1","LoRA alpha":"32","Optimizer":"AdamW"}. This record does not assert independent reproduction.

### DEFT

Accuracy: 83.3. Result ID: 69df433847f34ce924c7c778.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b9e7d0172140ec7b989.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b9e7d0172140ec7b989.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CART (2-mers)

Accuracy: 79.3. Result ID: 69df433847f34ce924c7c777.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b9e7d0172140ec7b989.md>)

Recorded evaluation configuration: {"K-mer size":"2"}. This record does not assert independent reproduction.

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