# Zero-shot Voice Cloning on Seed-TTS-Eval en (test) Source: [Zero-shot Voice Cloning on Seed-TTS-Eval en (test)]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:26:58.029Z Evaluation of Zero-shot Voice Cloning performance on the English test split of the Seed-TTS-Eval dataset, measured using Word Error Rate (WER) and Similarity (SIM). 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 | Zero-shot Voice Cloning | | Dataset (including any stated split) | Seed-TTS-Eval en (test) | | Metric | WER (%) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 (%)](): Lower is better; unit: PERCENT. - [Similarity Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | WER (%) | Result date | Report paper | | --- | --- | --- | --- | | Qwen3-TTS | 1.23 | Not recorded | 6a264c6390966ade919be869 | | dots.tts (MF, NFE=4) | 1.29 | Not recorded | 6a264c6390966ade919be869 | | dots.tts (SOAR) | 1.3 | Not recorded | 6a264c6390966ade919be869 | | dots.tts (Pretrain) | 1.34 | Not recorded | 6a264c6390966ade919be869 | | dots.tts (MF, NFE=3) | 1.41 | Not recorded | 6a264c6390966ade919be869 | | dots.tts (MF, NFE=2) | 1.51 | Not recorded | 6a264c6390966ade919be869 | | MiniMax-Speech | 1.65 | Not recorded | 6a264c6390966ade919be869 | | DiTAR | 1.69 | Not recorded | 6a264c6390966ade919be869 | | VoxCPM 2 | 1.84 | Not recorded | 6a264c6390966ade919be869 | | FireRedTTS 2 | 1.95 | Not recorded | 6a264c6390966ade919be869 | | F5-TTS | 2 | Not recorded | 6a264c6390966ade919be869 | | CosyVoice 3 | 2.22 | Not recorded | 6a264c6390966ade919be869 | | IndexTTS 2 | 2.23 | Not recorded | 6a264c6390966ade919be869 | | Seed-TTS | 2.25 | Not recorded | 6a264c6390966ade919be869 | | MegaTTS 3 | 2.79 | Not recorded | 6a264c6390966ade919be869 | | VibeVoice | 3.04 | Not recorded | 6a264c6390966ade919be869 | ### Qwen3-TTS WER (%): 1.23. Result ID: 6a266ebdfbc373592c22cedf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"1.7B"}. This record does not assert independent reproduction. ### dots.tts (MF, NFE=4) WER (%): 1.29. Result ID: 6a266ebdfbc373592c22cee6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"2B","Distillation Method":"MeanFlow","NFE":"4"}. This record does not assert independent reproduction. ### dots.tts (SOAR) WER (%): 1.3. Result ID: 6a266ebdfbc373592c22cee5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"2B","Variant":"SOAR"}. This record does not assert independent reproduction. ### dots.tts (Pretrain) WER (%): 1.34. Result ID: 6a266ebdfbc373592c22cee4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"2B","Variant":"Pretrain"}. This record does not assert independent reproduction. ### dots.tts (MF, NFE=3) WER (%): 1.41. Result ID: 6a266ebdfbc373592c22cee7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"2B","Distillation Method":"MeanFlow","NFE":"3"}. This record does not assert independent reproduction. ### dots.tts (MF, NFE=2) WER (%): 1.51. Result ID: 6a266ebdfbc373592c22cee8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"2B","Distillation Method":"MeanFlow","NFE":"2"}. This record does not assert independent reproduction. ### MiniMax-Speech WER (%): 1.65. Result ID: 6a266ebdfbc373592c22cede. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiTAR WER (%): 1.69. Result ID: 6a266ebdfbc373592c22cee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"0.6B"}. This record does not assert independent reproduction. ### VoxCPM 2 WER (%): 1.84. Result ID: 6a266ebdfbc373592c22cee3. [Reporting paper]() Recorded evaluation configuration: {"Params":"2B"}. This record does not assert independent reproduction. ### FireRedTTS 2 WER (%): 1.95. Result ID: 6a266ebdfbc373592c22cedb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"1.5B"}. This record does not assert independent reproduction. ### F5-TTS WER (%): 2. Result ID: 6a266ebdfbc373592c22ceda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"0.3B"}. This record does not assert independent reproduction. ### CosyVoice 3 WER (%): 2.22. Result ID: 6a266ebdfbc373592c22ced9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"1.5B"}. This record does not assert independent reproduction. ### IndexTTS 2 WER (%): 2.23. Result ID: 6a266ebdfbc373592c22cedc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"1.5B"}. This record does not assert independent reproduction. ### Seed-TTS WER (%): 2.25. Result ID: 6a266ebdfbc373592c22cee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MegaTTS 3 WER (%): 2.79. Result ID: 6a266ebdfbc373592c22cedd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"0.5B"}. This record does not assert independent reproduction. ### VibeVoice WER (%): 3.04. Result ID: 6a266ebdfbc373592c22cee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"1.5B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.