# General Speech Restoration on UNIVERSE 16kHz (test) Source: [General Speech Restoration on UNIVERSE 16kHz (test)]() Collection index: [llms.txt]() Data updated: 2026-07-09T06:56:18.377Z Evaluation of General Speech Restoration performance on the test split of the UNIVERSE 16kHz dataset, reporting objective metrics including PESQ, SDR, LSD, MCD, sBERT, UTMOS, and DNSMOS. 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 | General Speech Restoration | | Dataset (including any stated split) | UNIVERSE 16kHz (test) | | Metric | UTMOS | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [UTMOS](): Higher is better; unit: SCALAR. - [PESQ](): Higher is better; unit: SCALAR. - [SDR](): Higher is better; unit: SCALAR. - [LSD](): Lower is better; unit: SCALAR. - [MCD](): Lower is better; unit: SCALAR. - [sBERT Score](): Higher is better; unit: SCALAR. - [DNSMOS](): Higher is better; unit: SCALAR. ## Recorded results | Method | UTMOS | Result date | Report paper | | --- | --- | --- | --- | | Ground Truth | 4.26 | Not recorded | 68fa80801e209131cea9d4a7 | | FINALLY | 4.21 | Not recorded | 68fa80801e209131cea9d4a7 | | TF-Restormer | 4.08 | Not recorded | 68fa80801e209131cea9d4a7 | | TF-Restormer | 3.77 | Not recorded | 68fa80801e209131cea9d4a7 | | TF-Locoformer | 2.95 | Not recorded | 68fa80801e209131cea9d4a7 | | VoiceFixer | 2.83 | Not recorded | 68fa80801e209131cea9d4a7 | | UNIVERSE++ | 2.71 | Not recorded | 68fa80801e209131cea9d4a7 | | StoRM | 2.7 | Not recorded | 68fa80801e209131cea9d4a7 | | UNIVERSE | 2.64 | Not recorded | 68fa80801e209131cea9d4a7 | | Input | 2.19 | Not recorded | 68fa80801e209131cea9d4a7 | ### Ground Truth UTMOS: 4.26. Result ID: 6a4f460460b88bb339e45b8c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FINALLY UTMOS: 4.21. Result ID: 6a4f460460b88bb339e45b92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TF-Restormer UTMOS: 4.08. Result ID: 6a4f460460b88bb339e45b93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Configuration":"off"}. This record does not assert independent reproduction. ### TF-Restormer UTMOS: 3.77. Result ID: 6a4f460460b88bb339e45b94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Configuration":"on"}. This record does not assert independent reproduction. ### TF-Locoformer UTMOS: 2.95. Result ID: 6a4f460460b88bb339e45b91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VoiceFixer UTMOS: 2.83. Result ID: 6a4f460460b88bb339e45b8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNIVERSE++ UTMOS: 2.71. Result ID: 6a4f460460b88bb339e45b90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StoRM UTMOS: 2.7. Result ID: 6a4f460460b88bb339e45b8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNIVERSE UTMOS: 2.64. Result ID: 6a4f460460b88bb339e45b8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Input UTMOS: 2.19. Result ID: 6a4f460460b88bb339e45b8b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.