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Benchmarks / Which Small AI Model Should You Run on a Mac? We Ran 312 Tests / Translate

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easy en-zh-hanschat

The prompt

user

Translate the following text into Simplified Chinese. Reply with only the translation.

Did you get home okay? Text me when you're there.
What we expected
{
  "source_lang": "en",
  "target_lang": "zh",
  "register_note": null,
  "source": "Did you get home okay? Text me when you're there.",
  "reference": "你安全到家了吗?到了给我发个消息。",
  "alt_references": [
    "你平安到家了吗?到了给我发个短信。",
    "到家了吗?到了跟我说一声。",
    "你到家了没?到了发个消息给我。"
  ],
  "must_keep": [
    [
      "到家",
      "回家"
    ]
  ],
  "register_check": null,
  "avoid": []
}

What each model answered

MiMo-V2.6 Distill 9B

✓ pass · score 95 (scripted checks 100, judges 9.0/10 from 3) · 0.50 s

你到家了吗?到了给我发个消息。

Judge medians: Adequacy 8 · Fluency and register 10

Scoring detail
{
  "target_lang": "zh",
  "cleaned": "你到家了吗?到了给我发个消息。",
  "detected_lang": "zh",
  "lang_ok": true,
  "chrf": 82.29,
  "best_ref": 0,
  "pass_bar": 20,
  "checks_passed": "3/3",
  "failed_checks": [],
  "chrf_scaled": 1
}

Ornith-1.5 9B

✓ pass · score 98 (scripted checks 100, judges 9.5/10 from 3) · 0.48 s

你到家了吗?到了给我发条信息。

Judge medians: Adequacy 9 · Fluency and register 10

Scoring detail
{
  "target_lang": "zh",
  "cleaned": "你到家了吗?到了给我发条信息。",
  "detected_lang": "zh",
  "lang_ok": true,
  "chrf": 56.57,
  "best_ref": 0,
  "pass_bar": 20,
  "checks_passed": "3/3",
  "failed_checks": [],
  "chrf_scaled": 1
}

Granite 4.2 8B

✗ fail · score 57 (scripted checks 63, judges 5.0/10 from 3) · 0.54 s

你回家没事吗?到了时候发我消息。

Judge medians: Adequacy 6 · Fluency and register 4

Scoring detail
{
  "target_lang": "zh",
  "cleaned": "你回家没事吗?到了时候发我消息。",
  "detected_lang": "zh",
  "lang_ok": true,
  "chrf": 20.77,
  "best_ref": 0,
  "pass_bar": 20,
  "checks_passed": "3/3",
  "failed_checks": [],
  "chrf_scaled": 0.2693
}

Spark-X2.5 4B

✓ pass · score 73 (scripted checks 72, judges 7.5/10 from 3) · 0.34 s

你到家还好吗?到了之后给我发个信息。

Judge medians: Adequacy 8 · Fluency and register 7

Scoring detail
{
  "target_lang": "zh",
  "cleaned": "你到家还好吗?到了之后给我发个信息。",
  "detected_lang": "zh",
  "lang_ok": true,
  "chrf": 27.56,
  "best_ref": 0,
  "pass_bar": 20,
  "checks_passed": "3/3",
  "failed_checks": [],
  "chrf_scaled": 0.439
}

Mellum2.1 12B-A2.5B

✓ pass · score 68 (scripted checks 70, judges 6.5/10 from 3) · 0.24 s

你回家了吗?到家后发我。

Judge medians: Adequacy 7 · Fluency and register 6

Scoring detail
{
  "target_lang": "zh",
  "cleaned": "你回家了吗?到家后发我。",
  "detected_lang": "zh",
  "lang_ok": true,
  "chrf": 26.1,
  "best_ref": 2,
  "pass_bar": 20,
  "checks_passed": "3/3",
  "failed_checks": [],
  "chrf_scaled": 0.4026
}

Ling-3.0-tiny (7.9B-A1.3B)

✓ pass · score 98 (scripted checks 100, judges 9.5/10 from 3) · 0.17 s

你到家了没?到了就给我发消息。

Judge medians: Adequacy 9 · Fluency and register 10

Scoring detail
{
  "target_lang": "zh",
  "cleaned": "你到家了没?到了就给我发消息。",
  "detected_lang": "zh",
  "lang_ok": true,
  "chrf": 51.97,
  "best_ref": 3,
  "pass_bar": 20,
  "checks_passed": "3/3",
  "failed_checks": [],
  "chrf_scaled": 1
}

MiniCPM5 2B

✗ fail · score 67 (scripted checks 60, judges 7.5/10 from 3) · 0.19 s

你到了吗?到了就联系我。

Judge medians: Adequacy 6 · Fluency and register 9

Scoring detail
{
  "target_lang": "zh",
  "cleaned": "你到了吗?到了就联系我。",
  "detected_lang": "zh",
  "lang_ok": true,
  "chrf": 25.99,
  "best_ref": 2,
  "pass_bar": 20,
  "checks_passed": "2/3",
  "failed_checks": [
    {
      "type": "keep",
      "terms": [
        "到家",
        "回家"
      ],
      "ok": false,
      "found": null
    }
  ],
  "chrf_scaled": 0.3998
}

K2-Horizon 0.9B

✗ fail · score 40 (scripted checks 45, judges 3.5/10 from 3) · 0.12 s

你好吗?如果你回来了,我会给你发消息。

Judge medians: Adequacy 1 · Fluency and register 6

Scoring detail
{
  "target_lang": "zh",
  "cleaned": "你好吗?如果你回来了,我会给你发消息。",
  "detected_lang": "zh",
  "lang_ok": true,
  "chrf": 13.71,
  "best_ref": 0,
  "pass_bar": 20,
  "checks_passed": "2/3",
  "failed_checks": [
    {
      "type": "keep",
      "terms": [
        "到家",
        "回家"
      ],
      "ok": false,
      "found": null
    }
  ],
  "chrf_scaled": 0.0927
}

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