# Audio-Visual Question Answering on Music-AVQA (Original and Filtered Scores)

Source: [Audio-Visual Question Answering on Music-AVQA (Original and Filtered Scores)](<https://www.sota2.com/research/sota/audio-visual-question-answering-on-music-avqa-original-and-filtered-scores>)

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

Data updated: 2026-03-10T07:26:46.165Z

Evaluation of model performance on the Music-AVQA dataset for Audio-Visual Question Answering, specifically reporting the Original Score and the Filtered Score.

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-Visual Question Answering |
| Dataset (including any stated split) | Music-AVQA |
| Metric | Original Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Original Score](<https://www.sota2.com/research/sota/audio-visual-question-answering-on-music-avqa-original-and-filtered-scores.md?metric=Original%20Score>): Higher is better; unit: PERCENT.

- [Filtered Score](<https://www.sota2.com/research/sota/audio-visual-question-answering-on-music-avqa-original-and-filtered-scores.md?metric=Filtered%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Original Score | Result date | Report paper |
| --- | --- | --- | --- |
| UniMambaMia | 79.5 | Not recorded | 68fa7b891e209131cea88f71 |
| LLaVA-OneVision | 60.4 | Not recorded | 68fa7b891e209131cea88f71 |
| Qwen2-VL | 60.3 | Not recorded | 68fa7b891e209131cea88f71 |
| LLaVA-Video | 60.2 | Not recorded | 68fa7b891e209131cea88f71 |
| LLaVA-NeXT-Vid. | 54.6 | Not recorded | 68fa7b891e209131cea88f71 |
| Qwen2.5-Omni | 45.7 | Not recorded | 68fa7b891e209131cea88f71 |

### UniMambaMia

Original Score: 79.5. Result ID: 69afc79e6dbb7075b957b7fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b891e209131cea88f71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b891e209131cea88f71.md>)

Recorded evaluation configuration: {"LLM":"Qwen2-7B","Use Audio":"✓","Latency (s)":"1.60"}. This record does not assert independent reproduction.

### LLaVA-OneVision

Original Score: 60.4. Result ID: 69afc79e6dbb7075b957b7fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b891e209131cea88f71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e58.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-onevision>)

Recorded evaluation configuration: {"LLM":"Qwen2-7B","Use Audio":"×","Latency (s)":"0.97"}. This record does not assert independent reproduction.

### Qwen2-VL

Original Score: 60.3. Result ID: 69afc79e6dbb7075b957b7fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b891e209131cea88f71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: {"LLM":"Qwen2-7B","Use Audio":"×","Latency (s)":"1.63"}. This record does not assert independent reproduction.

### LLaVA-Video

Original Score: 60.2. Result ID: 69afc79e6dbb7075b957b7fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b891e209131cea88f71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a561e209131cea82934.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-video>)

Recorded evaluation configuration: {"LLM":"Qwen2-7B","Use Audio":"×","Latency (s)":"1.00"}. This record does not assert independent reproduction.

### LLaVA-NeXT-Vid.

Original Score: 54.6. Result ID: 69afc79e6dbb7075b957b7fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b891e209131cea88f71.md>)

Recorded evaluation configuration: {"LLM":"Vicuna-7B","Use Audio":"×","Latency (s)":"0.24"}. This record does not assert independent reproduction.

### Qwen2.5-Omni

Original Score: 45.7. Result ID: 69afc79e6dbb7075b957b7ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b891e209131cea88f71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a21e209131cea7482c.md>)

Recorded evaluation configuration: {"LLM":"Qwen2.5-7B","Use Audio":"✓","Latency (s)":"4.12"}. This record does not assert independent reproduction.

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