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

triage-033

hard ticket

The prompt

user

TASK: TICKET

Ticket #48245
From: Ada Kowalczyk <ada@kowalczyktranslation.com>
Plan: Pro
Subject: BUG: can't schedule invoices

This is a bug in my opinion. I want to write an invoice now and have it go out automatically on the 1st of next month, but there is no option anywhere to schedule an invoice for a future date. I looked through every menu and your help center. Every other invoicing app has this. Please add it.

Ada

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

What we expected

{
  "category": "feature_request",
  "priority": "low"
}

What each model answered

MiMo-V2.6 Distill 9B

✓ pass · score 100 · 0.78 s

{"category": "feature_request", "priority": "low"}

Scoring detail

{
  "category": {
    "got": "feature_request",
    "expected": "feature_request",
    "correct": true
  },
  "priority": {
    "got": "low",
    "expected": "low",
    "correct": true
  }
}

Ornith-1.5 9B

✓ pass · score 100 · 0.71 s

{"category": "feature_request", "priority": "low"}

Scoring detail

{
  "category": {
    "got": "feature_request",
    "expected": "feature_request",
    "correct": true
  },
  "priority": {
    "got": "low",
    "expected": "low",
    "correct": true
  }
}

Granite 4.2 8B

✓ pass · score 100 · 0.80 s

{"category": "feature_request", "priority": "low"}

Scoring detail

{
  "category": {
    "got": "feature_request",
    "expected": "feature_request",
    "correct": true
  },
  "priority": {
    "got": "low",
    "expected": "low",
    "correct": true
  }
}

Spark-X2.5 4B

✓ pass · score 100 · 0.48 s

{"category": "feature_request", "priority": "low"}

Scoring detail

{
  "category": {
    "got": "feature_request",
    "expected": "feature_request",
    "correct": true
  },
  "priority": {
    "got": "low",
    "expected": "low",
    "correct": true
  }
}

Mellum2.1 12B-A2.5B

✗ fail · score 50 · 0.32 s

{"category": "bug", "priority": "low"}

Scoring detail

{
  "category": {
    "got": "bug",
    "expected": "feature_request",
    "correct": false
  },
  "priority": {
    "got": "low",
    "expected": "low",
    "correct": true
  }
}

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

✓ pass · score 100 · 0.25 s

{"category": "feature_request", "priority": "low"}

Scoring detail

{
  "category": {
    "got": "feature_request",
    "expected": "feature_request",
    "correct": true
  },
  "priority": {
    "got": "low",
    "expected": "low",
    "correct": true
  }
}

MiniCPM5 2B

✗ fail · score 0 · 0.38 s

{"category": "bug", "priority": "medium"}

Scoring detail

{
  "category": {
    "got": "bug",
    "expected": "feature_request",
    "correct": false
  },
  "priority": {
    "got": "medium",
    "expected": "low",
    "correct": false
  }
}

K2-Horizon 0.9B

✗ fail · score 0 · 0.15 s

{"category": "bug", "priority": "medium"}

Scoring detail

{
  "category": {
    "got": "bug",
    "expected": "feature_request",
    "correct": false
  },
  "priority": {
    "got": "medium",
    "expected": "low",
    "correct": false
  }
}

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