# Co-speech Gesture Synthesis on BEAT

Source: [Co-speech Gesture Synthesis on BEAT](<https://www.sota2.com/research/sota/co-speech-gesture-synthesis-on-beat>)

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

Data updated: 2026-03-10T07:10:13.340Z

Evaluation of Co-speech Gesture Synthesis performance on the BEAT dataset, measured using human evaluation metrics focusing on Human-likeness, Gesture-appropriateness, Emotion-compatibility, and Global-coherence.

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 | Co-speech Gesture Synthesis |
| Dataset (including any stated split) | BEAT |
| Metric | Human-likeness |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Human-likeness](<https://www.sota2.com/research/sota/co-speech-gesture-synthesis-on-beat.md?metric=Human-likeness>): Higher is better; unit: SCALAR.

- [Gesture Appropriateness](<https://www.sota2.com/research/sota/co-speech-gesture-synthesis-on-beat.md?metric=Gesture%20Appropriateness>): Higher is better; unit: SCALAR.

- [Emotion Compatibility](<https://www.sota2.com/research/sota/co-speech-gesture-synthesis-on-beat.md?metric=Emotion%20Compatibility>): Higher is better; unit: SCALAR.

- [Global Coherence](<https://www.sota2.com/research/sota/co-speech-gesture-synthesis-on-beat.md?metric=Global%20Coherence>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Human-likeness | Result date | Report paper |
| --- | --- | --- | --- |
| Ground Truth | 4.61 | Not recorded | 68fa752e1e209131cea662ee |
| ExpGest | 4.17 | Not recorded | 68fa752e1e209131cea662ee |
| ExpGest | 3.76 | Not recorded | 68fa752e1e209131cea662ee |
| ExpGest | 3.72 | Not recorded | 68fa752e1e209131cea662ee |
| DiffStyleGesture | 3.46 | Not recorded | 68fa752e1e209131cea662ee |

### Ground Truth

Human-likeness: 4.61. Result ID: 69afc2e36dbb7075b9579224.

[Reporting paper](<https://www.sota2.com/research/paper/68fa752e1e209131cea662ee.md>)

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

### ExpGest

Human-likeness: 4.17. Result ID: 69afc2e36dbb7075b9579226.

[Reporting paper](<https://www.sota2.com/research/paper/68fa752e1e209131cea662ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa752e1e209131cea662ee.md>)

Recorded evaluation configuration: {"Input Modalities":"audio-only"}. This record does not assert independent reproduction.

### ExpGest

Human-likeness: 3.76. Result ID: 69afc2e36dbb7075b9579227.

[Reporting paper](<https://www.sota2.com/research/paper/68fa752e1e209131cea662ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa752e1e209131cea662ee.md>)

Recorded evaluation configuration: {"Input Modalities":"audio-action"}. This record does not assert independent reproduction.

### ExpGest

Human-likeness: 3.72. Result ID: 69afc2e36dbb7075b9579228.

[Reporting paper](<https://www.sota2.com/research/paper/68fa752e1e209131cea662ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa752e1e209131cea662ee.md>)

Recorded evaluation configuration: {"Input Modalities":"audio-text"}. This record does not assert independent reproduction.

### DiffStyleGesture

Human-likeness: 3.46. Result ID: 69afc2e36dbb7075b9579225.

[Reporting paper](<https://www.sota2.com/research/paper/68fa752e1e209131cea662ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f4d1e209131cea44eb3.md>)

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

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