# Machine Translation on FLORES-200 XX ⇔ XX (2022) Source: [Machine Translation on FLORES-200 XX ⇔ XX (2022)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:03.256Z Evaluation of bidirectional Machine Translation performance across all specified language pairs using the FLORES-200 dataset released in 2022, utilizing XCOMET-XXL and CometKiwi 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 | Machine Translation | | Dataset (including any stated split) | FLORES-200 XX ⇔ 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 | 87.73 | Not recorded | 6955ff5a53fdd5c36173dd4a | | DeepSeek-V3.2 | 84.21 | Not recorded | 6955ff5a53fdd5c36173dd4a | | HY-MT1.5-7B | 80.98 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Qwen3-235B-A22B | 80.18 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Microsoft-Translator | 80.07 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Youdao-Translator (Lite) | 78.4 | Not recorded | 6955ff5a53fdd5c36173dd4a | | HY-MT1.5-1.8B | 78.4 | Not recorded | 6955ff5a53fdd5c36173dd4a | | HY-MT1.0-7B | 78.29 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Doubao-Translator | 76.53 | Not recorded | 6955ff5a53fdd5c36173dd4a | | iFLYTEK-Translator | 74.67 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Qwen3-32B | 74.33 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Tower-Plus-72B | 70.02 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Seed-X-PPO-7B | 68.96 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Baidu-Translator | 68.07 | Not recorded | 6955ff5a53fdd5c36173dd4a | | GemmaX2-28-2B-v0.1 | 63.76 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Google-Translator | 62.25 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Phi-4-mini-3.8B | 46.06 | Not recorded | 6955ff5a53fdd5c36173dd4a | ### Gemini 3.0 pro XCOMET-XXL: 87.73. Result ID: 6996aa965698665ec4f48de4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSeek-V3.2 XCOMET-XXL: 84.21. Result ID: 6996aa965698665ec4f48de5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true"}. This record does not assert independent reproduction. ### HY-MT1.5-7B XCOMET-XXL: 80.98. Result ID: 6996aa965698665ec4f48df4. [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: 80.18. Result ID: 6996aa965698665ec4f48de6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"235B"}. This record does not assert independent reproduction. ### Microsoft-Translator XCOMET-XXL: 80.07. Result ID: 6996aa965698665ec4f48df0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Youdao-Translator (Lite) XCOMET-XXL: 78.4. Result ID: 6996aa965698665ec4f48df1. [Reporting paper]() Recorded evaluation configuration: {"supported\_languages\_only":"true"}. This record does not assert independent reproduction. ### HY-MT1.5-1.8B XCOMET-XXL: 78.4. Result ID: 6996aa965698665ec4f48df3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"1.8B"}. This record does not assert independent reproduction. ### HY-MT1.0-7B XCOMET-XXL: 78.29. Result ID: 6996aa965698665ec4f48df2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"7B"}. This record does not assert independent reproduction. ### Doubao-Translator XCOMET-XXL: 76.53. Result ID: 6996aa965698665ec4f48def. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iFLYTEK-Translator XCOMET-XXL: 74.67. Result ID: 6996aa965698665ec4f48dee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-32B XCOMET-XXL: 74.33. Result ID: 6996aa965698665ec4f48de7. [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: 70.02. Result ID: 6996aa965698665ec4f48de9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"72B"}. This record does not assert independent reproduction. ### Seed-X-PPO-7B XCOMET-XXL: 68.96. Result ID: 6996aa965698665ec4f48dea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"7B"}. This record does not assert independent reproduction. ### Baidu-Translator XCOMET-XXL: 68.07. Result ID: 6996aa965698665ec4f48ded. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GemmaX2-28-2B-v0.1 XCOMET-XXL: 63.76. Result ID: 6996aa965698665ec4f48deb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"open-source":"true","parameters":"2B"}. This record does not assert independent reproduction. ### Google-Translator XCOMET-XXL: 62.25. Result ID: 6996aa965698665ec4f48dec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Phi-4-mini-3.8B XCOMET-XXL: 46.06. Result ID: 6996aa965698665ec4f48de8. [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. 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