# Machine Translation on FLORES-200 EN ⇄ XX 2022 Source: [Machine Translation on FLORES-200 EN ⇄ XX 2022]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:03.243Z Evaluation of Machine Translation performance across multiple language pairs (EN ⇄ XX) using the FLORES-200 2022 dataset, reporting metrics derived from COMET, specifically XCOMET-XXL and CometKiwi. 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 | | Dataset (including any stated split) | FLORES-200 EN ⇔ XX 2022 | | Metric | XCOMET-XXL | | Unit | PERCENT | | 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 - [XCOMET-XXL](): Higher is better; unit: PERCENT. - [CometKiwi](): Higher is better; unit: PERCENT. ## Recorded results | Method | XCOMET-XXL | Result date | Report paper | | --- | --- | --- | --- | | Gemini 3.0 pro | 94.13 | Not recorded | 6955ff5a53fdd5c36173dd4a | | DeepSeek-V3.2 | 92.31 | Not recorded | 6955ff5a53fdd5c36173dd4a | | HY-MT1.5-7B | 90.93 | Not recorded | 6955ff5a53fdd5c36173dd4a | | HY-MT1.0-7B | 90.65 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Qwen3-235B-A22B | 90.29 | Not recorded | 6955ff5a53fdd5c36173dd4a | | HY-MT1.5-1.8B | 89.42 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Youdao-Translator (Lite) | 89.3 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Microsoft-Translator | 89.17 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Doubao-Translator | 86.73 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Qwen3-32B | 86.7 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Tower-Plus-72B | 84.16 | Not recorded | 6955ff5a53fdd5c36173dd4a | | iFLYTEK-Translator | 83.97 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Seed-X-PPO-7B | 83.12 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Baidu-Translator | 82.09 | Not recorded | 6955ff5a53fdd5c36173dd4a | | GemmaX2-28-2B-v0.1 | 82.08 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Google-Translator | 77 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Phi-4-mini-3.8B | 62.84 | Not recorded | 6955ff5a53fdd5c36173dd4a | ### Gemini 3.0 pro XCOMET-XXL: 94.13. Result ID: 6996aa965698665ec4f48dd3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSeek-V3.2 XCOMET-XXL: 92.31. Result ID: 6996aa965698665ec4f48dd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true"}. This record does not assert independent reproduction. ### HY-MT1.5-7B XCOMET-XXL: 90.93. Result ID: 6996aa965698665ec4f48de3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"7B"}. This record does not assert independent reproduction. ### HY-MT1.0-7B XCOMET-XXL: 90.65. Result ID: 6996aa965698665ec4f48de1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"7B"}. This record does not assert independent reproduction. ### Qwen3-235B-A22B XCOMET-XXL: 90.29. Result ID: 6996aa965698665ec4f48dd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"235B"}. This record does not assert independent reproduction. ### HY-MT1.5-1.8B XCOMET-XXL: 89.42. Result ID: 6996aa965698665ec4f48de2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"1.8B"}. This record does not assert independent reproduction. ### Youdao-Translator (Lite) XCOMET-XXL: 89.3. Result ID: 6996aa965698665ec4f48de0. [Reporting paper]() Recorded evaluation configuration: {"supported\_languages\_only":"true"}. This record does not assert independent reproduction. ### Microsoft-Translator XCOMET-XXL: 89.17. Result ID: 6996aa965698665ec4f48ddf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Doubao-Translator XCOMET-XXL: 86.73. Result ID: 6996aa965698665ec4f48dde. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-32B XCOMET-XXL: 86.7. Result ID: 6996aa965698665ec4f48dd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"32B"}. This record does not assert independent reproduction. ### Tower-Plus-72B XCOMET-XXL: 84.16. Result ID: 6996aa965698665ec4f48dd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"72B"}. This record does not assert independent reproduction. ### iFLYTEK-Translator XCOMET-XXL: 83.97. Result ID: 6996aa965698665ec4f48ddd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Seed-X-PPO-7B XCOMET-XXL: 83.12. Result ID: 6996aa965698665ec4f48dd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"7B"}. This record does not assert independent reproduction. ### Baidu-Translator XCOMET-XXL: 82.09. Result ID: 6996aa965698665ec4f48ddc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GemmaX2-28-2B-v0.1 XCOMET-XXL: 82.08. Result ID: 6996aa965698665ec4f48dda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"2B"}. This record does not assert independent reproduction. ### Google-Translator XCOMET-XXL: 77. Result ID: 6996aa965698665ec4f48ddb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Phi-4-mini-3.8B XCOMET-XXL: 62.84. Result ID: 6996aa965698665ec4f48dd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"3.8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.