# Audio Question Answering on AudioSet En

Source: [Audio Question Answering on AudioSet En](<https://www.sota2.com/research/sota/audio-question-answering-on-audioset-en>)

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

Data updated: 2026-03-26T13:58:42.868Z

Evaluation of model performance on the AudioSet En dataset for Audio Question Answering tasks.

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 Question Answering |
| Dataset (including any stated split) | AudioSet En |
| Metric | Audio QA Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Audio QA Score](<https://www.sota2.com/research/sota/audio-question-answering-on-audioset-en.md?metric=Audio%20QA%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Audio QA Score | Result date | Report paper |
| --- | --- | --- | --- |
| GLM-4-Voice | 44.87 | Not recorded | 68fa7b971e209131cea89546 |
| VITA-Audio | 40.2 | Not recorded | 68fa7b971e209131cea89546 |
| LLaMA-Omni | 39.59 | Not recorded | 68fa7b971e209131cea89546 |
| Pretrain+TtT | 26.73 | Not recorded | 68fa7b971e209131cea89546 |
| Moshi | 25.63 | Not recorded | 68fa7b971e209131cea89546 |
| Kimi-Audio | 19.49 | Not recorded | 68fa7b971e209131cea89546 |
| SLAM-Omni | 17.47 | Not recorded | 68fa7b971e209131cea89546 |
| TtT | 17.46 | Not recorded | 68fa7b971e209131cea89546 |
| Mini-Omni | 15.73 | Not recorded | 68fa7b971e209131cea89546 |
| Qwen2.5-3B (AR) | 14.42 | Not recorded | 68fa7b971e209131cea89546 |
| Qwen2.5-3B (NAR) | 11.31 | Not recorded | 68fa7b971e209131cea89546 |
| SpeechGPT | 10 | Not recorded | 68fa7b971e209131cea89546 |

### GLM-4-Voice

Audio QA Score: 44.87. Result ID: 69c53b7847f34ce924aefa1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75f91e209131cea6abba.md>)

Recorded evaluation configuration: {"Size":"9B"}. This record does not assert independent reproduction.

### VITA-Audio

Audio QA Score: 40.2. Result ID: 69c53b7847f34ce924aefa1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c721e209131cea8e21a.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### LLaMA-Omni

Audio QA Score: 39.59. Result ID: 69c53b7847f34ce924aefa1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f1b.md>)

Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction.

### Pretrain+TtT

Audio QA Score: 26.73. Result ID: 69c53b7847f34ce924aefa25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

Recorded evaluation configuration: {"Size":"3B"}. This record does not assert independent reproduction.

### Moshi

Audio QA Score: 25.63. Result ID: 69c53b7847f34ce924aefa1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75001e209131cea652b7.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### Kimi-Audio

Audio QA Score: 19.49. Result ID: 69c53b7847f34ce924aefa1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78431e209131cea77803.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### SLAM-Omni

Audio QA Score: 17.47. Result ID: 69c53b7847f34ce924aefa21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa803b1e209131cea9c572.md>)

Recorded evaluation configuration: {"Size":"0.5B"}. This record does not assert independent reproduction.

### TtT

Audio QA Score: 17.46. Result ID: 69c53b7847f34ce924aefa24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

Recorded evaluation configuration: {"Size":"3B"}. This record does not assert independent reproduction.

### Mini-Omni

Audio QA Score: 15.73. Result ID: 69c53b7847f34ce924aefa20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75891e209131cea686e7.md>)

Recorded evaluation configuration: {"Size":"0.5B"}. This record does not assert independent reproduction.

### Qwen2.5-3B (AR)

Audio QA Score: 14.42. Result ID: 69c53b7847f34ce924aefa22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

Recorded evaluation configuration: {"Size":"3B"}. This record does not assert independent reproduction.

### Qwen2.5-3B (NAR)

Audio QA Score: 11.31. Result ID: 69c53b7847f34ce924aefa23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

Recorded evaluation configuration: {"Size":"3B"}. This record does not assert independent reproduction.

### SpeechGPT

Audio QA Score: 10. Result ID: 69c53b7847f34ce924aefa1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b971e209131cea89546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f701e209131cea45919.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
