# Speech Reconstruction on Seed-TTS English Source: [Speech Reconstruction on Seed-TTS English]() Collection index: [llms.txt]() Data updated: 2026-05-28T08:07:07.102Z Evaluation of speech reconstruction quality on the Seed-TTS English dataset using PESQ and STOI metrics. 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 | Speech reconstruction | | Dataset (including any stated split) | Seed-TTS English | | Metric | PESQ | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [PESQ](): Higher is better; unit: SCALAR. - [STOI](): Higher is better; unit: SCALAR. ## Recorded results | Method | PESQ | Result date | Report paper | | --- | --- | --- | --- | | DashengTokenizer | 4.125 | Not recorded | 69a5195d2d603e6de3e3c73d | | DashengTokenizer | 4.122 | Not recorded | 6a17cc2bdbd7150506f813ec | | MingTok-Audio | 4.04 | Not recorded | 69a5195d2d603e6de3e3c73d | | Ming-UniAudio | 3.976 | Not recorded | 6a17cc2bdbd7150506f813ec | | UniFlow-Audio | 3.858 | Not recorded | 69a5195d2d603e6de3e3c73d | | UniFlow-Audio | 3.833 | Not recorded | 6a17cc2bdbd7150506f813ec | | DAC | 3.786 | Not recorded | 6a17cc2bdbd7150506f813ec | | DAC | 3.763 | Not recorded | 69a5195d2d603e6de3e3c73d | | EzAudio | 3.668 | Not recorded | 69a5195d2d603e6de3e3c73d | | EzAudio | 3.649 | Not recorded | 6a17cc2bdbd7150506f813ec | | LoSATok | 3.051 | Not recorded | 6a17cc2bdbd7150506f813ec | | XCodec 2.0 | 2.37 | Not recorded | 69a5195d2d603e6de3e3c73d | | XY-Tokenizer | 2.173 | Not recorded | 6a17cc2bdbd7150506f813ec | | XY-Tokenizer | 2.14 | Not recorded | 69a5195d2d603e6de3e3c73d | | Mimi | 2.01 | Not recorded | 69a5195d2d603e6de3e3c73d | | SNAC | 1.817 | Not recorded | 6a17cc2bdbd7150506f813ec | | SNAC | 1.804 | Not recorded | 69a5195d2d603e6de3e3c73d | ### DashengTokenizer PESQ: 4.125. Result ID: 69c68d8a47f34ce924b0cbe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"25"}. This record does not assert independent reproduction. ### DashengTokenizer PESQ: 4.122. Result ID: 6a17f796fbc373592c11900e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"25","RTF":"0.0034"}. This record does not assert independent reproduction. ### MingTok-Audio PESQ: 4.04. Result ID: 69c68d8a47f34ce924b0cbe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### Ming-UniAudio PESQ: 3.976. Result ID: 6a17f796fbc373592c11900d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"50","RTF":"0.0050"}. This record does not assert independent reproduction. ### UniFlow-Audio PESQ: 3.858. Result ID: 69c68d8a47f34ce924b0cbe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### UniFlow-Audio PESQ: 3.833. Result ID: 6a17f796fbc373592c11900c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"50","RTF":"0.0167"}. This record does not assert independent reproduction. ### DAC PESQ: 3.786. Result ID: 6a17f796fbc373592c119008. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Frame Rate":"50","RTF":"0.0043"}. This record does not assert independent reproduction. ### DAC PESQ: 3.763. Result ID: 69c68d8a47f34ce924b0cbe4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### EzAudio PESQ: 3.668. Result ID: 69c68d8a47f34ce924b0cbe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### EzAudio PESQ: 3.649. Result ID: 6a17f796fbc373592c11900b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"50","RTF":"0.0054"}. This record does not assert independent reproduction. ### LoSATok PESQ: 3.051. Result ID: 6a17f796fbc373592c11900f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"25","RTF":"0.0033"}. This record does not assert independent reproduction. ### XCodec 2.0 PESQ: 2.37. Result ID: 69c68d8a47f34ce924b0cbe2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### XY-Tokenizer PESQ: 2.173. Result ID: 6a17f796fbc373592c11900a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"12.5","RTF":"0.0099"}. This record does not assert independent reproduction. ### XY-Tokenizer PESQ: 2.14. Result ID: 69c68d8a47f34ce924b0cbe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"12.5"}. This record does not assert independent reproduction. ### Mimi PESQ: 2.01. Result ID: 69c68d8a47f34ce924b0cbe1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"12.5"}. This record does not assert independent reproduction. ### SNAC PESQ: 1.817. Result ID: 6a17f796fbc373592c119009. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RTF":"0.0019"}. This record does not assert independent reproduction. ### SNAC PESQ: 1.804. Result ID: 69c68d8a47f34ce924b0cbe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"-"}. 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