# Audiovisual Question Answering on MUSIC-QA

Source: [Audiovisual Question Answering on MUSIC-QA](<https://www.sota2.com/research/sota/audiovisual-question-answering-on-music-qa>)

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

Data updated: 2026-04-21T07:32:14.270Z

Evaluation of model performance on the MUSIC-QA dataset for the Audiovisual Question Answering task, reporting Score and Relative Percentage metrics.

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 | Audiovisual Question Answering |
| Dataset (including any stated split) | MUSIC-QA |
| Metric | Relative (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 23 of 23 |
| 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

- [Relative (%)](<https://www.sota2.com/research/sota/audiovisual-question-answering-on-music-qa.md?metric=Relative%20(%25)>): Higher is better; unit: PERCENT.

- [Score](<https://www.sota2.com/research/sota/audiovisual-question-answering-on-music-qa.md?metric=Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/audiovisual-question-answering-on-music-qa.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Relative (%) | Result date | Report paper |
| --- | --- | --- | --- |
| Full Model | 100 | Not recorded | 68fa78961e209131cea79202 |
| Full Model | 100 | Not recorded | 69e7048e7d0172140ec7eccf |
| TopoVLM (Ours) | 96.7 | Not recorded | 69e7048e7d0172140ec7eccf |
| TAMP | 95 | Not recorded | 68fa78961e209131cea79202 |
| TAMP | 95 | Not recorded | 69e7048e7d0172140ec7eccf |
| ECOFLaP | 93.8 | Not recorded | 68fa78961e209131cea79202 |
| ECoFLaP | 93.8 | Not recorded | 69e7048e7d0172140ec7eccf |
| Wanda | 91 | Not recorded | 68fa78961e209131cea79202 |
| Wanda | 91 | Not recorded | 69e7048e7d0172140ec7eccf |
| OWL | 89.4 | Not recorded | 68fa78961e209131cea79202 |
| OWL | 89.4 | Not recorded | 69e7048e7d0172140ec7eccf |
| SparseGPT | 88.5 | Not recorded | 68fa78961e209131cea79202 |
| SparseGPT | 88.5 | Not recorded | 69e7048e7d0172140ec7eccf |
| LLM-Streamline | 86.5 | Not recorded | 69e7048e7d0172140ec7eccf |
| LLM-Pruner | 82.1 | Not recorded | 69e7048e7d0172140ec7eccf |
| Magnitude | 12.6 | Not recorded | 68fa78961e209131cea79202 |
| Magnitude | 12.6 | Not recorded | 69e7048e7d0172140ec7eccf |

### Full Model

Relative (%): 100. Result ID: 699592843badfaffe68cd845.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79202.md>)

Recorded evaluation configuration: {"Model":"VideoLLaMA2","Sparsity ratio":"0%"}. This record does not assert independent reproduction.

### Full Model

Relative (%): 100. Result ID: 69e727fa47f34ce924cd02c3.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"0%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### TopoVLM (Ours)

Relative (%): 96.7. Result ID: 69e727fa47f34ce924cd02cc.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"60%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### TAMP

Relative (%): 95. Result ID: 699592843badfaffe68cd84b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79202.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79202.md>)

[Implementation](<https://github.com/G-JWLee/TAMP>)

Recorded evaluation configuration: {"Model":"VideoLLaMA2","Sparsity ratio":"60%"}. This record does not assert independent reproduction.

### TAMP

Relative (%): 95. Result ID: 69e727fa47f34ce924cd02cb.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79202.md>)

[Implementation](<https://github.com/G-JWLee/TAMP>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"60%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### ECOFLaP

Relative (%): 93.8. Result ID: 699592843badfaffe68cd849.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79202.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f21e209131cea53b27.md>)

Recorded evaluation configuration: {"Model":"VideoLLaMA2","Sparsity ratio":"60%"}. This record does not assert independent reproduction.

### ECoFLaP

Relative (%): 93.8. Result ID: 69e727fa47f34ce924cd02c9.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f21e209131cea53b27.md>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"60%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### Wanda

Relative (%): 91. Result ID: 699592843badfaffe68cd848.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79202.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73281e209131cea5ac45.md>)

Recorded evaluation configuration: {"Model":"VideoLLaMA2","Sparsity ratio":"60%"}. This record does not assert independent reproduction.

### Wanda

Relative (%): 91. Result ID: 69e727fa47f34ce924cd02c8.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73281e209131cea5ac45.md>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"60%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### OWL

Relative (%): 89.4. Result ID: 699592843badfaffe68cd84a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79202.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ca1e209131cea7f62b.md>)

Recorded evaluation configuration: {"Model":"VideoLLaMA2","Sparsity ratio":"60%"}. This record does not assert independent reproduction.

### OWL

Relative (%): 89.4. Result ID: 69e727fa47f34ce924cd02ca.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ca1e209131cea7f62b.md>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"60%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SparseGPT

Relative (%): 88.5. Result ID: 699592843badfaffe68cd847.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79202.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42371.md>)

[Implementation](<https://github.com/IST-DASLab/sparsegpt>)

Recorded evaluation configuration: {"Model":"VideoLLaMA2","Sparsity ratio":"60%"}. This record does not assert independent reproduction.

### SparseGPT

Relative (%): 88.5. Result ID: 69e727fa47f34ce924cd02c7.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42371.md>)

[Implementation](<https://github.com/IST-DASLab/sparsegpt>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"60%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### LLM-Streamline

Relative (%): 86.5. Result ID: 69e727fa47f34ce924cd02c6.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb88.md>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"60%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### LLM-Pruner

Relative (%): 82.1. Result ID: 69e727fa47f34ce924cd02c5.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c8b2.md>)

[Implementation](<https://github.com/horseee/LLM-Pruner>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"60%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### Magnitude

Relative (%): 12.6. Result ID: 699592843badfaffe68cd846.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79202.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d31e209131cea00fca.md>)

Recorded evaluation configuration: {"Model":"VideoLLaMA2","Sparsity ratio":"60%"}. This record does not assert independent reproduction.

### Magnitude

Relative (%): 12.6. Result ID: 69e727fa47f34ce924cd02c4.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7eccf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d31e209131cea00fca.md>)

Recorded evaluation configuration: {"Backbone":"VideoLLaMA2 (7B)","Sparsity Ratio":"60%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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