# Motion-Sound Intensity Alignment on User Study

Source: [Motion-Sound Intensity Alignment on User Study](<https://www.sota2.com/research/sota/motion-sound-intensity-alignment-on-user-study>)

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

Data updated: 2026-04-13T08:39:56.612Z

Subjective evaluation results from a user study assessing the alignment between perceived motion characteristics and sound intensity, reported using pairwise comparison metrics (Win/Tie/Lose).

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 | Motion-Sound Intensity Alignment |
| Dataset (including any stated split) | User Study |
| Metric | Win Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Win Rate](<https://www.sota2.com/research/sota/motion-sound-intensity-alignment-on-user-study.md?metric=Win%20Rate>): Higher is better; unit: PERCENT.

- [Tie Rate](<https://www.sota2.com/research/sota/motion-sound-intensity-alignment-on-user-study.md?metric=Tie%20Rate>): Higher is better; unit: PERCENT.

- [Loss Rate](<https://www.sota2.com/research/sota/motion-sound-intensity-alignment-on-user-study.md?metric=Loss%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Win Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Tora3 | 66.1 | Not recorded | 69dc78647d0172140ec78940 |
| Tora3 | 63.9 | Not recorded | 69dc78647d0172140ec78940 |
| Tora3 | 50.8 | Not recorded | 69dc78647d0172140ec78940 |
| Tora3 | 44.1 | Not recorded | 69dc78647d0172140ec78940 |

### Tora3

Win Rate: 66.1. Result ID: 69dcabb347f34ce924c3a829.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78647d0172140ec78940.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78647d0172140ec78940.md>)

Recorded evaluation configuration: {"Compared Baseline":"Ovi"}. This record does not assert independent reproduction.

### Tora3

Win Rate: 63.9. Result ID: 69dcabb347f34ce924c3a828.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78647d0172140ec78940.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78647d0172140ec78940.md>)

Recorded evaluation configuration: {"Compared Baseline":"LTX-2"}. This record does not assert independent reproduction.

### Tora3

Win Rate: 50.8. Result ID: 69dcabb347f34ce924c3a82a.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78647d0172140ec78940.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78647d0172140ec78940.md>)

Recorded evaluation configuration: {"Compared Baseline":"MOVA"}. This record does not assert independent reproduction.

### Tora3

Win Rate: 44.1. Result ID: 69dcabb347f34ce924c3a82b.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78647d0172140ec78940.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78647d0172140ec78940.md>)

Recorded evaluation configuration: {"Compared Baseline":"AVControl"}. This record does not assert independent reproduction.

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