# Machine Translation Meta-evaluation on WMT EN-UK 2025 Source: [Machine Translation Meta-evaluation on WMT EN-UK 2025]() Collection index: [llms.txt]() Data updated: 2026-05-12T11:16:34.910Z Evaluation of machine translation quality for the English-to-UK (EN-UK) language pair using meta-evaluation metrics (such as acc\*eq and SPA) on the WMT 2025 test set. 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 | Machine Translation Meta-evaluation | | Dataset (including any stated split) | WMT EN-UK 2025 | | Metric | Acc\*Eq | | 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 - [Acc\*Eq](): Higher is better; unit: SCALAR. - [SPA](): Higher is better; unit: SCALAR. ## Recorded results | Method | Acc\*Eq | Result date | Report paper | | --- | --- | --- | --- | | wmt22-comet-da | 0.572 | Not recorded | 6a02b45bdbc836b87d8249ca | | MM (MLP) | 0.557 | Not recorded | 6a02b45bdbc836b87d8249ca | | MM (MLP) | 0.556 | Not recorded | 6a02b45bdbc836b87d8249ca | | DMM (GP) | 0.555 | Not recorded | 6a02b45bdbc836b87d8249ca | | DMM (MLP) | 0.555 | Not recorded | 6a02b45bdbc836b87d8249ca | | DMM (MLP) | 0.554 | Not recorded | 6a02b45bdbc836b87d8249ca | | DMM (GP) | 0.551 | Not recorded | 6a02b45bdbc836b87d8249ca | | MM (GP) | 0.548 | Not recorded | 6a02b45bdbc836b87d8249ca | | DMM (CL) | 0.547 | Not recorded | 6a02b45bdbc836b87d8249ca | | MM (GP) | 0.543 | Not recorded | 6a02b45bdbc836b87d8249ca | | DMM (CL) | 0.543 | Not recorded | 6a02b45bdbc836b87d8249ca | | Gemini-2.5-Pro | 0.517 | Not recorded | 6a02b45bdbc836b87d8249ca | | MM (OLS) | 0.488 | Not recorded | 6a02b45bdbc836b87d8249ca | | MM (OLS) | 0.472 | Not recorded | 6a02b45bdbc836b87d8249ca | | DMM (OLS) | 0.467 | Not recorded | 6a02b45bdbc836b87d8249ca | | DMM (OLS) | 0.464 | Not recorded | 6a02b45bdbc836b87d8249ca | | gemba | 0.346 | Not recorded | 6a02b45bdbc836b87d8249ca | ### wmt22-comet-da Acc\*Eq: 0.572. Result ID: 6a030c0347f34ce924e6c964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MM (MLP) Acc\*Eq: 0.557. Result ID: 6a030c0347f34ce924e6c96b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Separate","Model Variant":"MM","Combiner":"MLP"}. This record does not assert independent reproduction. ### MM (MLP) Acc\*Eq: 0.556. Result ID: 6a030c0347f34ce924e6c968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Pooled","Model Variant":"MM","Combiner":"MLP"}. This record does not assert independent reproduction. ### DMM (GP) Acc\*Eq: 0.555. Result ID: 6a030c0347f34ce924e6c96c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Pooled","Model Variant":"DMM","Combiner":"GP","k":"6"}. This record does not assert independent reproduction. ### DMM (MLP) Acc\*Eq: 0.555. Result ID: 6a030c0347f34ce924e6c972. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Separate","Model Variant":"DMM","Combiner":"MLP","k":"6"}. This record does not assert independent reproduction. ### DMM (MLP) Acc\*Eq: 0.554. Result ID: 6a030c0347f34ce924e6c96e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Pooled","Model Variant":"DMM","Combiner":"MLP","k":"6"}. This record does not assert independent reproduction. ### DMM (GP) Acc\*Eq: 0.551. Result ID: 6a030c0347f34ce924e6c970. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Separate","Model Variant":"DMM","Combiner":"GP","k":"6"}. This record does not assert independent reproduction. ### MM (GP) Acc\*Eq: 0.548. Result ID: 6a030c0347f34ce924e6c969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Separate","Model Variant":"MM","Combiner":"GP"}. This record does not assert independent reproduction. ### DMM (CL) Acc\*Eq: 0.547. Result ID: 6a030c0347f34ce924e6c96f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Pooled","Model Variant":"DMM","Combiner":"CL","k":"6"}. This record does not assert independent reproduction. ### MM (GP) Acc\*Eq: 0.543. Result ID: 6a030c0347f34ce924e6c966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Pooled","Model Variant":"MM","Combiner":"GP"}. This record does not assert independent reproduction. ### DMM (CL) Acc\*Eq: 0.543. Result ID: 6a030c0347f34ce924e6c973. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Separate","Model Variant":"DMM","Combiner":"CL","k":"6"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro Acc\*Eq: 0.517. Result ID: 6a030c0347f34ce924e6c963. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MM (OLS) Acc\*Eq: 0.488. Result ID: 6a030c0347f34ce924e6c96a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Separate","Model Variant":"MM","Combiner":"OLS"}. This record does not assert independent reproduction. ### MM (OLS) Acc\*Eq: 0.472. Result ID: 6a030c0347f34ce924e6c967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Pooled","Model Variant":"MM","Combiner":"OLS"}. This record does not assert independent reproduction. ### DMM (OLS) Acc\*Eq: 0.467. Result ID: 6a030c0347f34ce924e6c971. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Separate","Model Variant":"DMM","Combiner":"OLS","k":"6"}. This record does not assert independent reproduction. ### DMM (OLS) Acc\*Eq: 0.464. Result ID: 6a030c0347f34ce924e6c96d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling Strategy":"Language-Pooled","Model Variant":"DMM","Combiner":"OLS","k":"6"}. This record does not assert independent reproduction. ### gemba Acc\*Eq: 0.346. Result ID: 6a030c0347f34ce924e6c965. [Reporting paper]() [Method origin 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.