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

triage-039

hard ticket

The prompt

user

TASK: TICKET

Ticket #48272
From: Grace Holloway <grace@hollowaytutoring.com>
Plan: Basic
Subject: Wrong fee taken from my payout

My payout this week was $9,708.40 on $10,120.00 of client payments. That's a 4.07% fee, but your pricing page and my plan both say 2.9%. At 2.9% the fee should be $293.48, so you took $118.12 too much. Please correct this and refund the difference.

Grace Holloway

Reply with only a JSON object: {"category": "<billing|bug|account_access|feature_request|cancellation>", "priority": "<low|medium|high|urgent>"}

What we expected

{
  "category": "billing",
  "priority": "high"
}

What each model answered

MiMo-V2.6 Distill 9B

✓ pass · score 100 · 0.82 s

{"category": "billing", "priority": "high"}

Scoring detail

{
  "category": {
    "got": "billing",
    "expected": "billing",
    "correct": true
  },
  "priority": {
    "got": "high",
    "expected": "high",
    "correct": true
  }
}

Ornith-1.5 9B

✓ pass · score 100 · 0.72 s

{"category": "billing", "priority": "high"}

Scoring detail

{
  "category": {
    "got": "billing",
    "expected": "billing",
    "correct": true
  },
  "priority": {
    "got": "high",
    "expected": "high",
    "correct": true
  }
}

Granite 4.2 8B

✓ pass · score 100 · 0.81 s

{"category": "billing", "priority": "high"}

Scoring detail

{
  "category": {
    "got": "billing",
    "expected": "billing",
    "correct": true
  },
  "priority": {
    "got": "high",
    "expected": "high",
    "correct": true
  }
}

Spark-X2.5 4B

✓ pass · score 100 · 0.52 s

{"category": "billing", "priority": "high"}

Scoring detail

{
  "category": {
    "got": "billing",
    "expected": "billing",
    "correct": true
  },
  "priority": {
    "got": "high",
    "expected": "high",
    "correct": true
  }
}

Mellum2.1 12B-A2.5B

✓ pass · score 100 · 0.34 s

{"category": "billing", "priority": "high"}

Scoring detail

{
  "category": {
    "got": "billing",
    "expected": "billing",
    "correct": true
  },
  "priority": {
    "got": "high",
    "expected": "high",
    "correct": true
  }
}

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

✓ pass · score 100 · 0.26 s

{"category": "billing", "priority": "high"}

Scoring detail

{
  "category": {
    "got": "billing",
    "expected": "billing",
    "correct": true
  },
  "priority": {
    "got": "high",
    "expected": "high",
    "correct": true
  }
}

MiniCPM5 2B

✓ pass · score 100 · 0.39 s

{"category": "billing", "priority": "high"}

Scoring detail

{
  "category": {
    "got": "billing",
    "expected": "billing",
    "correct": true
  },
  "priority": {
    "got": "high",
    "expected": "high",
    "correct": true
  }
}

K2-Horizon 0.9B

✗ fail · score 50 · 0.18 s

{"category": "billing", "priority": "urgent"}

Scoring detail

{
  "category": {
    "got": "billing",
    "expected": "billing",
    "correct": true
  },
  "priority": {
    "got": "urgent",
    "expected": "high",
    "correct": false
  }
}

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