# Audio-to-Text Classification on audio 2024 (test)

Source: [Audio-to-Text Classification on audio 2024 (test)](<https://www.sota2.com/research/sota/audio-to-text-classification-on-audio-2024-test>)

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

Data updated: 2026-03-26T13:47:31.408Z

Evaluation of Audio-to-Text Classification models on the test split of the audio 2024 dataset, using hierarchical accuracy metrics (Species, Genus, Family TopX).

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 | Audio-to-Text Classification |
| Dataset (including any stated split) | audio 2024 (test) |
| Metric | Species Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Species Top-1 Accuracy](<https://www.sota2.com/research/sota/audio-to-text-classification-on-audio-2024-test.md?metric=Species%20Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Species Top-5 Accuracy](<https://www.sota2.com/research/sota/audio-to-text-classification-on-audio-2024-test.md?metric=Species%20Top-5%20Accuracy>): Higher is better; unit: PERCENT.

- [Genus Top-1 Accuracy](<https://www.sota2.com/research/sota/audio-to-text-classification-on-audio-2024-test.md?metric=Genus%20Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Genus Top-5 Accuracy](<https://www.sota2.com/research/sota/audio-to-text-classification-on-audio-2024-test.md?metric=Genus%20Top-5%20Accuracy>): Higher is better; unit: PERCENT.

- [Family Top-1 Accuracy](<https://www.sota2.com/research/sota/audio-to-text-classification-on-audio-2024-test.md?metric=Family%20Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Family Top-5 Accuracy](<https://www.sota2.com/research/sota/audio-to-text-classification-on-audio-2024-test.md?metric=Family%20Top-5%20Accuracy>): Higher is better; unit: PERCENT.

- [Average Top-1 Accuracy](<https://www.sota2.com/research/sota/audio-to-text-classification-on-audio-2024-test.md?metric=Average%20Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Average Top-5 Accuracy](<https://www.sota2.com/research/sota/audio-to-text-classification-on-audio-2024-test.md?metric=Average%20Top-5%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Species Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| BioVITA | 24.4 | Not recorded | 69c4bd7d0636e5bf4afc7573 |
| BioLingual | 24 | Not recorded | 69c4bd7d0636e5bf4afc7573 |

### BioVITA

Species Top-1 Accuracy: 24.4. Result ID: 69c538db47f34ce924aee34d.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd7d0636e5bf4afc7573.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bd7d0636e5bf4afc7573.md>)

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

### BioLingual

Species Top-1 Accuracy: 24. Result ID: 69c538db47f34ce924aee34c.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd7d0636e5bf4afc7573.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f511e209131ce9e8fd0.md>)

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

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