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

triage-036

hard ticket

The prompt

user

TASK: TICKET

Ticket #48259
From: Dwayne Hollis <dwayne@hollisitsupport.com>
Plan: Pro
Subject: Recurring invoices did not go out on the 1st

My recurring invoices did not generate on October 1 for any of my 38 retainer clients. They are all still set to "monthly, on the 1st" and show as active. I can't recreate 38 invoices by hand in time, and I need all of them out by tomorrow because my clients' payment runs are on the 3rd.

Dwayne Hollis

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

What we expected

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

What each model answered

MiMo-V2.6 Distill 9B

✓ pass · score 100 · 0.81 s

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

Scoring detail

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

Ornith-1.5 9B

✓ pass · score 100 · 0.72 s

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

Scoring detail

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

Granite 4.2 8B

✓ pass · score 100 · 0.82 s

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

Scoring detail

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

Spark-X2.5 4B

✗ fail · score 0 · 0.55 s

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

Scoring detail

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

Mellum2.1 12B-A2.5B

✗ fail · score 50 · 0.33 s

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

Scoring detail

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

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

✗ fail · score 50 · 0.26 s

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

Scoring detail

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

MiniCPM5 2B

✗ fail · score 50 · 0.39 s

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

Scoring detail

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

K2-Horizon 0.9B

✗ fail · score 0 · 0.18 s

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

Scoring detail

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

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