{
 "hardware": "RX 9070 XT · 16 GB · LM Studio (Vulkan)",
 "lastRun": "2026-09-27",
 "models": [
  {
   "id": "unsloth/hy-mt2-7b",
   "name": "Hy-MT2-7B",
   "quant": "BF16",
   "gb": 15.0,
   "family": "Tencent Hy-MT2",
   "source": "unsloth",
   "note": "Same accuracy as the Q8_0, but too big for 16 GB of VRAM: 5–6× slower.",
   "measured": "2026-09-27",
   "scriptConversion": true,
   "intoEn": 67.9,
   "fromEn": 50.9,
   "median": 2754,
   "p90": 4009,
   "tps": 10.8,
   "into": {
    "ja": 63.9,
    "ko": 65.4,
    "zh-CN": 63.0,
    "yue": 58.8,
    "es": 63.3,
    "fr": 73.3,
    "de": 64.9,
    "ru": 71.2,
    "id": 77.1,
    "vi": 61.0,
    "th": 67.4,
    "ms": 73.3,
    "fil": 71.6,
    "hi": 74.8,
    "ar": 73.1,
    "pt": 77.9,
    "it": 67.6,
    "tr": 71.4,
    "pl": 63.2,
    "nl": 66.2,
    "uk": 72.1,
    "fa": 69.7,
    "bn": 62.9,
    "ur": 64.6,
    "ta": 65.6,
    "he": 71.1,
    "my": 60.9,
    "km": 61.4,
    "cs": 71.8
   },
   "from": {
    "zh-TW": 30.1,
    "zh-CN": 44.5,
    "ja": 43.0,
    "ko": 40.4,
    "es": 59.1,
    "pt": 76.3,
    "tr": 62.8
   },
   "cantonese": {
    "written": [
     58.8,
     29.2
    ],
    "conversation": [
     64.3,
     30.9
    ]
   }
  },
  {
   "id": "hy-mt2-7b",
   "name": "Hy-MT2-7B",
   "quant": "Q8_0",
   "gb": 8.0,
   "family": "Tencent Hy-MT2",
   "source": "tencent/Hy-MT2-7B-GGUF",
   "tag": "recommended",
   "note": "Best balance of accuracy and speed; fits 16 GB with room to spare.",
   "measured": "2026-09-27",
   "scriptConversion": false,
   "intoEn": 67.8,
   "fromEn": 51.2,
   "median": 485,
   "p90": 707,
   "tps": 64.9,
   "into": {
    "ja": 64.1,
    "ko": 66.3,
    "zh-CN": 63.3,
    "yue": 58.4,
    "es": 63.1,
    "fr": 73.1,
    "de": 64.7,
    "ru": 70.8,
    "id": 76.6,
    "vi": 60.7,
    "th": 67.7,
    "ms": 73.6,
    "fil": 71.4,
    "hi": 74.8,
    "ar": 73.6,
    "pt": 76.8,
    "it": 67.8,
    "tr": 71.5,
    "pl": 63.6,
    "nl": 66.3,
    "uk": 72.2,
    "fa": 69.6,
    "bn": 61.8,
    "ur": 64.4,
    "ta": 65.8,
    "he": 71.8,
    "my": 60.8,
    "km": 59.9,
    "cs": 71.4
   },
   "from": {
    "zh-TW": 30.7,
    "zh-CN": 45.0,
    "ja": 43.8,
    "ko": 40.3,
    "es": 59.3,
    "pt": 76.0,
    "tr": 63.2
   },
   "cantonese": {
    "written": [
     58.4,
     28.9
    ],
    "conversation": [
     64.0,
     32.5
    ]
   }
  },
  {
   "id": "hy-mt2-30b-a3b-i1",
   "name": "Hy-MT2-30B-A3B",
   "quant": "i1-IQ3_M",
   "gb": 13.3,
   "family": "Tencent Hy-MT2",
   "source": "mradermacher",
   "tag": "most accurate from English",
   "note": "No more accurate into English than the 7B, and twice as slow; slightly ahead from English.",
   "measured": "2026-09-27",
   "scriptConversion": false,
   "intoEn": 67.7,
   "fromEn": 52.0,
   "median": 937,
   "p90": 1139,
   "tps": 52.8,
   "into": {
    "ja": 64.0,
    "ko": 66.7,
    "zh-CN": 64.2,
    "yue": 59.0,
    "es": 64.5,
    "fr": 72.6,
    "de": 64.3,
    "ru": 71.6,
    "id": 75.3,
    "vi": 59.1,
    "th": 67.8,
    "ms": 74.2,
    "fil": 72.0,
    "hi": 73.1,
    "ar": 71.8,
    "pt": 76.7,
    "it": 68.1,
    "tr": 69.8,
    "pl": 63.1,
    "nl": 66.3,
    "uk": 71.4,
    "fa": 71.5,
    "bn": 64.6,
    "ur": 60.4,
    "ta": 65.9,
    "he": 70.5,
    "my": 62.0,
    "km": 61.0,
    "cs": 70.9
   },
   "from": {
    "zh-TW": 30.3,
    "zh-CN": 49.9,
    "ja": 46.2,
    "ko": 42.6,
    "es": 60.0,
    "pt": 73.2,
    "tr": 62.0
   },
   "cantonese": {
    "written": [
     59.0,
     25.9
    ],
    "conversation": [
     65.0,
     34.3
    ]
   }
  },
  {
   "id": "milmmt-46-12b-v1.0",
   "name": "MiLMMT-46-12B",
   "quant": "Q6_K",
   "gb": 9.7,
   "family": "Xiaomi MiLMMT",
   "source": "mradermacher",
   "note": "Uses its own prompt template automatically; writes colloquial Cantonese.",
   "measured": "2026-09-27",
   "scriptConversion": false,
   "intoEn": 67.3,
   "fromEn": 48.9,
   "median": 843,
   "p90": 1083,
   "tps": 37.1,
   "into": {
    "ja": 64.2,
    "ko": 66.2,
    "zh-CN": 64.8,
    "yue": 62.1,
    "es": 59.7,
    "fr": 75.5,
    "de": 64.5,
    "ru": 69.4,
    "id": 77.4,
    "vi": 61.1,
    "th": 69.3,
    "ms": 73.9,
    "fil": 71.5,
    "hi": 75.0,
    "ar": 72.2,
    "pt": 74.6,
    "it": 65.0,
    "tr": 71.1,
    "pl": 60.3,
    "nl": 61.9,
    "uk": 70.2,
    "fa": 72.1,
    "bn": 62.7,
    "ur": 63.7,
    "ta": 66.3,
    "he": 71.3,
    "my": 57.7,
    "km": 59.0,
    "cs": 69.3
   },
   "from": {
    "zh-TW": 28.8,
    "zh-CN": 46.1,
    "ja": 43.9,
    "ko": 35.2,
    "es": 58.6,
    "pt": 70.1,
    "tr": 59.8
   },
   "cantonese": {
    "written": [
     62.1,
     22.3
    ],
    "conversation": [
     66.6,
     35.8
    ]
   }
  },
  {
   "id": "milmmt-46-4b-v1.0",
   "name": "MiLMMT-46-4B",
   "quant": "Q8_0",
   "gb": 4.1,
   "family": "Xiaomi MiLMMT",
   "source": "mradermacher",
   "note": "Fast, 2–3 points less accurate; own prompt template.",
   "measured": "2026-09-27",
   "scriptConversion": false,
   "intoEn": 65.3,
   "fromEn": 47.0,
   "median": 359,
   "p90": 458,
   "tps": 92.6,
   "into": {
    "ja": 63.6,
    "ko": 64.8,
    "zh-CN": 61.8,
    "yue": 58.7,
    "es": 60.3,
    "fr": 72.3,
    "de": 62.2,
    "ru": 68.8,
    "id": 73.8,
    "vi": 57.0,
    "th": 66.6,
    "ms": 72.8,
    "fil": 68.5,
    "hi": 69.6,
    "ar": 70.3,
    "pt": 73.5,
    "it": 63.9,
    "tr": 70.7,
    "pl": 60.0,
    "nl": 61.0,
    "uk": 65.6,
    "fa": 70.4,
    "bn": 61.1,
    "ur": 59.4,
    "ta": 64.2,
    "he": 69.1,
    "my": 56.9,
    "km": 58.6,
    "cs": 68.2
   },
   "from": {
    "zh-TW": 27.1,
    "zh-CN": 41.0,
    "ja": 42.7,
    "ko": 35.0,
    "es": 56.0,
    "pt": 68.4,
    "tr": 59.0
   },
   "cantonese": {
    "written": [
     58.7,
     22.5
    ],
    "conversation": [
     65.0,
     34.6
    ]
   }
  },
  {
   "id": "google/gemma-4-12b",
   "name": "Gemma-4-12B",
   "quant": "Q8_0",
   "gb": 12.7,
   "family": "Google Gemma",
   "source": "google",
   "note": "Doesn't fit fully in 16 GB of VRAM.",
   "measured": "2026-09-27",
   "scriptConversion": false,
   "intoEn": 65.3,
   "fromEn": 50.2,
   "median": 1816,
   "p90": 2325,
   "tps": 16.4,
   "into": {
    "ja": 62.8,
    "ko": 62.8,
    "zh-CN": 61.4,
    "yue": 57.4,
    "es": 62.0,
    "fr": 73.9,
    "de": 64.6,
    "ru": 71.4,
    "id": 72.9,
    "vi": 56.8,
    "th": 64.7,
    "ms": 72.2,
    "fil": 67.3,
    "hi": 72.5,
    "ar": 71.0,
    "pt": 73.0,
    "it": 64.6,
    "tr": 68.2,
    "pl": 61.4,
    "nl": 63.9,
    "uk": 70.4,
    "fa": 66.8,
    "bn": 59.8,
    "ur": 57.7,
    "ta": 64.6,
    "he": 69.2,
    "my": 55.4,
    "km": 55.1,
    "cs": 68.7
   },
   "from": {
    "zh-TW": 27.5,
    "zh-CN": 44.2,
    "ja": 46.6,
    "ko": 42.0,
    "es": 57.4,
    "pt": 73.5,
    "tr": 60.2
   },
   "cantonese": {
    "written": [
     57.4,
     26.0
    ],
    "conversation": [
     63.7,
     31.5
    ]
   }
  },
  {
   "id": "hy-mt2-1.8b@bf16",
   "name": "Hy-MT2-1.8B",
   "quant": "BF16",
   "gb": 3.6,
   "family": "Tencent Hy-MT2",
   "source": "unsloth",
   "note": "No more accurate than its Q8_0, and slower.",
   "measured": "2026-09-27",
   "scriptConversion": true,
   "intoEn": 65.3,
   "fromEn": 50.6,
   "median": 288,
   "p90": 391,
   "tps": 119.8,
   "into": {
    "ja": 63.6,
    "ko": 67.3,
    "zh-CN": 62.3,
    "yue": 54.2,
    "es": 62.6,
    "fr": 70.7,
    "de": 65.0,
    "ru": 65.8,
    "id": 70.0,
    "vi": 59.6,
    "th": 67.4,
    "ms": 70.6,
    "fil": 69.5,
    "hi": 74.1,
    "ar": 68.5,
    "pt": 77.5,
    "it": 66.8,
    "tr": 67.8,
    "pl": 62.0,
    "nl": 62.7,
    "uk": 67.6,
    "fa": 68.1,
    "bn": 59.0,
    "ur": 59.6,
    "ta": 61.5,
    "he": 67.2,
    "my": 58.1,
    "km": 55.5,
    "cs": 69.0
   },
   "from": {
    "zh-TW": 26.7,
    "zh-CN": 46.4,
    "ja": 44.5,
    "ko": 42.7,
    "es": 59.8,
    "pt": 73.1,
    "tr": 61.2
   },
   "cantonese": {
    "written": [
     54.2,
     25.7
    ],
    "conversation": [
     63.1,
     28.8
    ]
   }
  },
  {
   "id": "hy-mt2-1.8b@q8_0",
   "name": "Hy-MT2-1.8B",
   "quant": "Q8_0",
   "gb": 1.9,
   "family": "Tencent Hy-MT2",
   "source": "unsloth",
   "tag": "fastest",
   "note": "About 3 points less accurate into English than the 7B, at 0.2 s a line: for GPUs with little VRAM.",
   "measured": "2026-09-27",
   "scriptConversion": true,
   "intoEn": 65.1,
   "fromEn": 50.3,
   "median": 200,
   "p90": 275,
   "tps": 174.3,
   "into": {
    "ja": 64.2,
    "ko": 66.4,
    "zh-CN": 61.7,
    "yue": 55.3,
    "es": 62.3,
    "fr": 69.9,
    "de": 64.9,
    "ru": 66.0,
    "id": 70.2,
    "vi": 59.3,
    "th": 67.3,
    "ms": 70.5,
    "fil": 71.3,
    "hi": 73.6,
    "ar": 69.2,
    "pt": 77.0,
    "it": 67.3,
    "tr": 67.3,
    "pl": 61.4,
    "nl": 62.9,
    "uk": 66.8,
    "fa": 68.5,
    "bn": 58.2,
    "ur": 57.6,
    "ta": 60.9,
    "he": 67.3,
    "my": 55.6,
    "km": 55.1,
    "cs": 68.6
   },
   "from": {
    "zh-TW": 26.9,
    "zh-CN": 45.9,
    "ja": 43.3,
    "ko": 42.8,
    "es": 59.2,
    "pt": 72.3,
    "tr": 61.6
   },
   "cantonese": {
    "written": [
     55.3,
     24.8
    ],
    "conversation": [
     63.6,
     29.6
    ]
   }
  },
  {
   "id": "qwen/qwen3.5-9b",
   "name": "Qwen3.5-9B",
   "quant": "Q8_0",
   "gb": 9.5,
   "family": "Qwen",
   "source": "qwen",
   "note": "Thinking is switched off automatically.",
   "measured": "2026-09-27",
   "scriptConversion": false,
   "intoEn": 61.9,
   "fromEn": 46.6,
   "median": 858,
   "p90": 1130,
   "tps": 33.3,
   "into": {
    "ja": 61.6,
    "ko": 59.5,
    "zh-CN": 57.8,
    "yue": 55.7,
    "es": 61.9,
    "fr": 70.7,
    "de": 63.7,
    "ru": 68.8,
    "id": 71.0,
    "vi": 54.5,
    "th": 63.5,
    "ms": 66.4,
    "fil": 59.1,
    "hi": 66.1,
    "ar": 66.4,
    "pt": 70.2,
    "it": 62.5,
    "tr": 63.0,
    "pl": 58.2,
    "nl": 62.1,
    "uk": 65.7,
    "fa": 63.5,
    "bn": 55.6,
    "ur": 53.9,
    "ta": 58.5,
    "he": 67.4,
    "my": 51.2,
    "km": 52.7,
    "cs": 63.9
   },
   "from": {
    "zh-TW": 28.6,
    "zh-CN": 41.5,
    "ja": 41.3,
    "ko": 34.9,
    "es": 56.9,
    "pt": 70.3,
    "tr": 53.0
   },
   "cantonese": {
    "written": [
     55.7,
     26.0
    ],
    "conversation": [
     62.4,
     29.4
    ]
   }
  }
 ],
 "toEn": [
  "ja",
  "ko",
  "zh-CN",
  "yue",
  "es",
  "fr",
  "de",
  "ru",
  "id",
  "vi",
  "th",
  "ms",
  "fil",
  "hi",
  "ar",
  "pt",
  "it",
  "tr",
  "pl",
  "nl",
  "uk",
  "fa",
  "bn",
  "ur",
  "ta",
  "he",
  "my",
  "km",
  "cs"
 ],
 "fromEn": [
  "zh-TW",
  "zh-CN",
  "ja",
  "ko",
  "es",
  "pt",
  "tr"
 ],
 "names": {
  "ja": "Japanese",
  "ko": "Korean",
  "zh-CN": "Chinese (Simpl.)",
  "zh-TW": "Chinese (Trad.)",
  "yue": "Cantonese",
  "es": "Spanish",
  "fr": "French",
  "de": "German",
  "ru": "Russian",
  "id": "Indonesian",
  "vi": "Vietnamese",
  "th": "Thai",
  "ms": "Malay",
  "fil": "Filipino",
  "hi": "Hindi",
  "ar": "Arabic",
  "pt": "Portuguese",
  "it": "Italian",
  "tr": "Turkish",
  "pl": "Polish",
  "nl": "Dutch",
  "uk": "Ukrainian",
  "fa": "Persian",
  "bn": "Bengali",
  "ur": "Urdu",
  "ta": "Tamil",
  "he": "Hebrew",
  "my": "Burmese",
  "km": "Khmer",
  "cs": "Czech"
 },
 "inApp": [
  "zh-TW",
  "zh-CN",
  "yue",
  "ja",
  "ko",
  "es",
  "pt",
  "fr",
  "it",
  "de",
  "nl",
  "ru",
  "uk",
  "pl",
  "tr",
  "id",
  "vi",
  "th",
  "ms",
  "fil",
  "hi",
  "bn",
  "ar"
 ]
}