# Text-to-Speech on Seed-TTS Seed-ZH (test)

Source: [Text-to-Speech on Seed-TTS Seed-ZH (test)](<https://www.sota2.com/research/sota/text-to-speech-on-seed-tts-seed-zh-test>)

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

Data updated: 2026-02-26T06:08:34.149Z

Evaluation of Text-to-Speech synthesis performance on the test split of the Seed-TTS Seed-ZH dataset, using Word Error Rate (WER) and Structural Similarity Index Measure (SSIM).

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 | Text-to-Speech |
| Dataset (including any stated split) | Seed-TTS Seed-ZH (test) |
| Metric | WER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 11 of 11 |
| 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

- [WER](<https://www.sota2.com/research/sota/text-to-speech-on-seed-tts-seed-zh-test.md?metric=WER>): Lower is better; unit: PERCENT.

- [SSIM](<https://www.sota2.com/research/sota/text-to-speech-on-seed-tts-seed-zh-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | WER | Result date | Report paper |
| --- | --- | --- | --- |
| DiTAR | 1.02 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| Seed-TTS\_DiT | 1.178 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| Ground Truth | 1.254 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| Vocos Resynthesized | 1.27 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| ARCHI-TTS | 1.42 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| VAE Resynthesized | 1.44 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| CosyVoice 2 | 1.45 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| FireRedTTS | 1.51 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| F5-TTS | 1.56 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| E2 TTS | 1.97 | Not recorded | 69857574c97a0b3e3b5d5b84 |
| MaskGCT | 2.273 | Not recorded | 69857574c97a0b3e3b5d5b84 |

### DiTAR

WER: 1.02. Result ID: 699a108d5698665ec49437e0.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a67f.md>)

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

### Seed-TTS\_DiT

WER: 1.178. Result ID: 699a108d5698665ec49437dd.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736f1e209131cea5c769.md>)

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

### Ground Truth

WER: 1.254. Result ID: 699a108d5698665ec49437d7.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

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

### Vocos Resynthesized

WER: 1.27. Result ID: 699a108d5698665ec49437d9.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73681e209131cea5c46d.md>)

[Implementation](<https://github.com/charactr-platform/vocos>)

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

### ARCHI-TTS

WER: 1.42. Result ID: 699a108d5698665ec49437e1.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

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

### VAE Resynthesized

WER: 1.44. Result ID: 699a108d5698665ec49437d8.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

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

### CosyVoice 2

WER: 1.45. Result ID: 699a108d5698665ec49437da.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76591e209131cea6c851.md>)

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

### FireRedTTS

WER: 1.51. Result ID: 699a108d5698665ec49437db.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77f31e209131cea762eb.md>)

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

### F5-TTS

WER: 1.56. Result ID: 699a108d5698665ec49437df.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a71e209131cea79a4f.md>)

[Implementation](<https://github.com/SWivid/F5-TTS>)

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

### E2 TTS

WER: 1.97. Result ID: 699a108d5698665ec49437de.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74cc1e209131cea63eaf.md>)

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

### MaskGCT

WER: 2.273. Result ID: 699a108d5698665ec49437dc.

[Reporting paper](<https://www.sota2.com/research/paper/69857574c97a0b3e3b5d5b84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75531e209131cea672d9.md>)

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

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