# Speech Reconstruction on MLS non-English OOD (700 utterances (7 languages)) Source: [Speech Reconstruction on MLS non-English OOD (700 utterances (7 languages))]() Collection index: [llms.txt]() Data updated: 2026-06-30T08:27:03.319Z Evaluation of speech reconstruction performance on the Out-of-Distribution (OOD) subset of the MLS non-English dataset (700 utterances across 7 languages), measured using UTMOS, PESQ, STOI, and Speaker Similarity (Spk-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 | Speech Reconstruction | | Dataset (including any stated split) | MLS non-English OOD (700 utterances (7 languages)) | | 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. - [STOI](): Higher is better; unit: PERCENT. - [Spk-Sim](): Higher is better; unit: PERCENT. ## Recorded results | Method | UTMOS | Result date | Report paper | | --- | --- | --- | --- | | DTM-Codec | 3.16 | Not recorded | 6a434d7dba73165dbb743978 | | DTM-Codec | 3.15 | Not recorded | 6a434d7dba73165dbb743978 | | DTM-Codec | 3.09 | Not recorded | 6a434d7dba73165dbb743978 | | DTM-Codec | 3.07 | Not recorded | 6a434d7dba73165dbb743978 | | DTM-Codec | 3.05 | Not recorded | 6a434d7dba73165dbb743978 | | DTM-Codec | 3.04 | Not recorded | 6a434d7dba73165dbb743978 | | DTM-Codec | 3 | Not recorded | 6a434d7dba73165dbb743978 | | FlexiCodec | 2.99 | Not recorded | 6a434d7dba73165dbb743978 | | DTM-Codec | 2.97 | Not recorded | 6a434d7dba73165dbb743978 | | VARSTok | 2.6 | Not recorded | 6a434d7dba73165dbb743978 | ### DTM-Codec UTMOS: 3.16. Result ID: 6a437dbcfbc373592c948c99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"800","Frame Rate (Hz)":"50Hz","Rate Control Strategy (FFR/VFR)":"VFR"}. This record does not assert independent reproduction. ### DTM-Codec UTMOS: 3.15. Result ID: 6a437dbcfbc373592c948c97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"640","Frame Rate (Hz)":"40Hz","Rate Control Strategy (FFR/VFR)":"VFR"}. This record does not assert independent reproduction. ### DTM-Codec UTMOS: 3.09. Result ID: 6a437dbcfbc373592c948c95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"400","Frame Rate (Hz)":"25Hz","Rate Control Strategy (FFR/VFR)":"VFR"}. This record does not assert independent reproduction. ### DTM-Codec UTMOS: 3.07. Result ID: 6a437dbcfbc373592c948c9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"1280","Frame Rate (Hz)":"80Hz","Rate Control Strategy (FFR/VFR)":"FFR"}. This record does not assert independent reproduction. ### DTM-Codec UTMOS: 3.05. Result ID: 6a437dbcfbc373592c948c96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"640","Frame Rate (Hz)":"40Hz","Rate Control Strategy (FFR/VFR)":"FFR"}. This record does not assert independent reproduction. ### DTM-Codec UTMOS: 3.04. Result ID: 6a437dbcfbc373592c948c98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"800","Frame Rate (Hz)":"50Hz","Rate Control Strategy (FFR/VFR)":"FFR"}. This record does not assert independent reproduction. ### DTM-Codec UTMOS: 3. Result ID: 6a437dbcfbc373592c948c9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"1280","Frame Rate (Hz)":"80Hz","Rate Control Strategy (FFR/VFR)":"VFR"}. This record does not assert independent reproduction. ### FlexiCodec UTMOS: 2.99. Result ID: 6a437dbcfbc373592c948c9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"905"}. This record does not assert independent reproduction. ### DTM-Codec UTMOS: 2.97. Result ID: 6a437dbcfbc373592c948c94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"400","Frame Rate (Hz)":"25Hz","Rate Control Strategy (FFR/VFR)":"FFR"}. This record does not assert independent reproduction. ### VARSTok UTMOS: 2.6. Result ID: 6a437dbcfbc373592c948c9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bps":"402"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.