# Gesture Generation on BEAT 2 (MOS Metrics)

Source: [Gesture Generation on BEAT 2 (MOS Metrics)](<https://www.sota2.com/research/sota/gesture-generation-on-beat-2-mos-metrics>)

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

Data updated: 2026-02-26T05:50:05.485Z

Evaluation of gesture generation models on the BEAT 2 dataset, specifically using Mean Opinion Score (MOS) metrics for realness, speech-gesture synchrony, and smoothness.

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 | Gesture Generation |
| Dataset (including any stated split) | BEAT 2 |
| Metric | MOS (Realness) |
| Unit | SCALAR |
| 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

- [MOS (Realness)](<https://www.sota2.com/research/sota/gesture-generation-on-beat-2-mos-metrics.md?metric=MOS%20(Realness)>): Higher is better; unit: SCALAR.

- [MOS (Synchrony)](<https://www.sota2.com/research/sota/gesture-generation-on-beat-2-mos-metrics.md?metric=MOS%20(Synchrony)>): Higher is better; unit: SCALAR.

- [MOS (Smoothness)](<https://www.sota2.com/research/sota/gesture-generation-on-beat-2-mos-metrics.md?metric=MOS%20(Smoothness)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MOS (Realness) | Result date | Report paper |
| --- | --- | --- | --- |
| Intentional-Gesture | 3.76 | Not recorded | 68fa7ba41e209131cea89971 |
| GestureLSM | 3.43 | Not recorded | 68fa7ba41e209131cea89971 |
| EMAGE | 2.01 | Not recorded | 68fa7ba41e209131cea89971 |
| CAMN | 1.34 | Not recorded | 68fa7ba41e209131cea89971 |

### Intentional-Gesture

MOS (Realness): 3.76. Result ID: 698b89157a967eddb76f62cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Implementation](<https://andypinxinliu.github.io/Intentional-Gesture>)

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

### GestureLSM

MOS (Realness): 3.43. Result ID: 698b89157a967eddb76f62cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a641e209131cea82d92.md>)

[Implementation](<https://andypinxinliu.github.io/GestureLSM>)

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

### EMAGE

MOS (Realness): 2.01. Result ID: 698b89157a967eddb76f62c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c11e209131cea5867d.md>)

[Implementation](<https://pantomatrix.github.io/EMAGE/>)

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

### CAMN

MOS (Realness): 1.34. Result ID: 698b89157a967eddb76f62ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d751e209131cea3a0d5.md>)

[Implementation](<https://pantomatrix.github.io/BEAT/>)

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

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