# Machine Translation (ZH ⇄ XX) on FLORES-200 (2022) Source: [Machine Translation (ZH ⇄ XX) on FLORES-200 (2022)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:03.229Z Evaluation of bidirectional Machine Translation performance involving Chinese (ZH) against various other languages (XX) using the FLORES-200 dataset configuration released in 2022, measured using COMET variants. 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 ZH ⇔ XX 2022 | | Metric | XCOMET-XXL | | 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 - [XCOMET-XXL](): Higher is better; unit: SCALAR. - [CometKiwi](): Higher is better; unit: SCALAR. ## Recorded results | Method | XCOMET-XXL | Result date | Report paper | | --- | --- | --- | --- | | Gemini 3.0 pro | 0.8982 | Not recorded | 6955ff5a53fdd5c36173dd4a | | DeepSeek-V3.2 | 0.8752 | Not recorded | 6955ff5a53fdd5c36173dd4a | | HY-MT1.5-7B | 0.869 | Not recorded | 6955ff5a53fdd5c36173dd4a | | HY-MT1.0-7B | 0.8643 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Qwen3-235B-A22B | 0.8539 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Youdao-Translator (Lite) | 0.8474 | Not recorded | 6955ff5a53fdd5c36173dd4a | | HY-MT1.5-1.8B | 0.8361 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Microsoft-Translator | 0.8234 | Not recorded | 6955ff5a53fdd5c36173dd4a | | iFLYTEK-Translator | 0.8196 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Qwen3-32B | 0.8185 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Doubao-Translator | 0.8091 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Tower-Plus-72B | 0.7969 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Seed-X-PPO-7B | 0.7856 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Baidu-Translator | 0.769 | Not recorded | 6955ff5a53fdd5c36173dd4a | | GemmaX2-28-2B-v0.1 | 0.7142 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Google-Translator | 0.6929 | Not recorded | 6955ff5a53fdd5c36173dd4a | | Phi-4-mini-3.8B | 0.5839 | Not recorded | 6955ff5a53fdd5c36173dd4a | ### Gemini 3.0 pro XCOMET-XXL: 0.8982. Result ID: 6996aa965698665ec4f48dc2. [Reporting paper]() Recorded evaluation configuration: {"category":"ultra-large general model"}. This record does not assert independent reproduction. ### DeepSeek-V3.2 XCOMET-XXL: 0.8752. Result ID: 6996aa965698665ec4f48dc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"ultra-large general model","open-source":"true"}. This record does not assert independent reproduction. ### HY-MT1.5-7B XCOMET-XXL: 0.869. Result ID: 6996aa965698665ec4f48dd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"medium to small-sized general model","open-source":"true","parameters":"7B"}. This record does not assert independent reproduction. ### HY-MT1.0-7B XCOMET-XXL: 0.8643. Result ID: 6996aa965698665ec4f48dd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"medium to small-sized general model","open-source":"true","parameters":"7B"}. This record does not assert independent reproduction. ### Qwen3-235B-A22B XCOMET-XXL: 0.8539. Result ID: 6996aa965698665ec4f48dc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"ultra-large general model","open-source":"true","parameters":"235B"}. This record does not assert independent reproduction. ### Youdao-Translator (Lite) XCOMET-XXL: 0.8474. Result ID: 6996aa965698665ec4f48dcf. [Reporting paper]() Recorded evaluation configuration: {"category":"translation-specialized model","supported\_languages\_only":"true"}. This record does not assert independent reproduction. ### HY-MT1.5-1.8B XCOMET-XXL: 0.8361. Result ID: 6996aa965698665ec4f48dd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"medium to small-sized general model","open-source":"true","parameters":"1.8B"}. This record does not assert independent reproduction. ### Microsoft-Translator XCOMET-XXL: 0.8234. Result ID: 6996aa965698665ec4f48dce. [Reporting paper]() Recorded evaluation configuration: {"category":"translation-specialized model"}. This record does not assert independent reproduction. ### iFLYTEK-Translator XCOMET-XXL: 0.8196. Result ID: 6996aa965698665ec4f48dcc. [Reporting paper]() Recorded evaluation configuration: {"category":"translation-specialized model"}. This record does not assert independent reproduction. ### Qwen3-32B XCOMET-XXL: 0.8185. Result ID: 6996aa965698665ec4f48dc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"medium to small-sized general model","open-source":"true","parameters":"32B"}. This record does not assert independent reproduction. ### Doubao-Translator XCOMET-XXL: 0.8091. Result ID: 6996aa965698665ec4f48dcd. [Reporting paper]() Recorded evaluation configuration: {"category":"translation-specialized model"}. This record does not assert independent reproduction. ### Tower-Plus-72B XCOMET-XXL: 0.7969. Result ID: 6996aa965698665ec4f48dc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"medium to small-sized general model","open-source":"true","parameters":"72B"}. This record does not assert independent reproduction. ### Seed-X-PPO-7B XCOMET-XXL: 0.7856. Result ID: 6996aa965698665ec4f48dc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"medium to small-sized general model","open-source":"true","parameters":"7B"}. This record does not assert independent reproduction. ### Baidu-Translator XCOMET-XXL: 0.769. Result ID: 6996aa965698665ec4f48dcb. [Reporting paper]() Recorded evaluation configuration: {"category":"translation-specialized model"}. This record does not assert independent reproduction. ### GemmaX2-28-2B-v0.1 XCOMET-XXL: 0.7142. Result ID: 6996aa965698665ec4f48dc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"medium to small-sized general model","open-source":"true","parameters":"2B"}. This record does not assert independent reproduction. ### Google-Translator XCOMET-XXL: 0.6929. Result ID: 6996aa965698665ec4f48dca. [Reporting paper]() Recorded evaluation configuration: {"category":"translation-specialized model"}. This record does not assert independent reproduction. ### Phi-4-mini-3.8B XCOMET-XXL: 0.5839. Result ID: 6996aa965698665ec4f48dc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"medium to small-sized general model","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.