# Gesture Generation on BEAT2 (test)

Source: [Gesture Generation on BEAT2 (test)](<https://www.sota2.com/research/sota/gesture-generation-on-beat2-test>)

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

Data updated: 2026-04-14T10:56:48.314Z

Evaluation of model performance on generating gestures using the BEAT2 test set, assessed via human evaluation metrics such as Naturalness, Appropriateness, 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) | BEAT2 (test) |
| Metric | Synchrony |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Synchrony](<https://www.sota2.com/research/sota/gesture-generation-on-beat2-test.md?metric=Synchrony>): Higher is better; unit: SCALAR.

- [Naturalness](<https://www.sota2.com/research/sota/gesture-generation-on-beat2-test.md?metric=Naturalness>): Higher is better; unit: SCALAR.

- [Appropriateness](<https://www.sota2.com/research/sota/gesture-generation-on-beat2-test.md?metric=Appropriateness>): Higher is better; unit: SCALAR.

- [Smoothness](<https://www.sota2.com/research/sota/gesture-generation-on-beat2-test.md?metric=Smoothness>): Higher is better; unit: SCALAR.

- [Average Score](<https://www.sota2.com/research/sota/gesture-generation-on-beat2-test.md?metric=Average%20Score>): Higher is better; unit: SCALAR.

- [Realness](<https://www.sota2.com/research/sota/gesture-generation-on-beat2-test.md?metric=Realness>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Synchrony | Result date | Report paper |
| --- | --- | --- | --- |
| LiveGesture | 4.3 | Not recorded | 69ddca647d0172140ec79e09 |
| Ground Truth | 4.23 | Not recorded | 68fa79811e209131cea7dddf |
| GestureLSM | 4.1 | Not recorded | 69ddca647d0172140ec79e09 |
| MambaTalk | 3.91 | Not recorded | 68fa79811e209131cea7dddf |
| EMAGE | 3.89 | Not recorded | 68fa79811e209131cea7dddf |
| EMAGE | 3.5 | Not recorded | 69ddca647d0172140ec79e09 |
| CaMN | 3.25 | Not recorded | 68fa79811e209131cea7dddf |
| CaMN | 3.2 | Not recorded | 69ddca647d0172140ec79e09 |
| MambaTalk | 1.18 | Not recorded | 68fa79811e209131cea7dddf |

### LiveGesture

Synchrony: 4.3. Result ID: 69de1d6647f34ce924c66576.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca647d0172140ec79e09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca647d0172140ec79e09.md>)

Recorded evaluation configuration: {"Streaming":"✓"}. This record does not assert independent reproduction.

### Ground Truth

Synchrony: 4.23. Result ID: 698b50098d67a41d0a6cfd9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79811e209131cea7dddf.md>)

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

### GestureLSM

Synchrony: 4.1. Result ID: 69de1d6647f34ce924c66575.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca647d0172140ec79e09.md>)

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

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

Recorded evaluation configuration: {"Streaming":"✗"}. This record does not assert independent reproduction.

### MambaTalk

Synchrony: 3.91. Result ID: 698b50098d67a41d0a6cfd9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79811e209131cea7dddf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79811e209131cea7dddf.md>)

Recorded evaluation configuration: {"VQVAE":"True"}. This record does not assert independent reproduction.

### EMAGE

Synchrony: 3.89. Result ID: 698b50098d67a41d0a6cfd9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79811e209131cea7dddf.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.

### EMAGE

Synchrony: 3.5. Result ID: 69de1d6647f34ce924c66574.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca647d0172140ec79e09.md>)

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

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

Recorded evaluation configuration: {"Streaming":"✗"}. This record does not assert independent reproduction.

### CaMN

Synchrony: 3.25. Result ID: 698b50098d67a41d0a6cfd99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79811e209131cea7dddf.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.

### CaMN

Synchrony: 3.2. Result ID: 69de1d6647f34ce924c66573.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca647d0172140ec79e09.md>)

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

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

Recorded evaluation configuration: {"Streaming":"✗"}. This record does not assert independent reproduction.

### MambaTalk

Synchrony: 1.18. Result ID: 698b50098d67a41d0a6cfd9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79811e209131cea7dddf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79811e209131cea7dddf.md>)

Recorded evaluation configuration: {"VQVAE":"False"}. This record does not assert independent reproduction.

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