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

assistant-actions-023

hard single

The prompt

Tools offered: create_reminder, add_calendar_event, set_timer, set_alarm, control_light, set_thermostat, lock_door, send_message, play_music, get_weather, add_to_list, navigate_to

user

My sister's flight lands at 5:40 tonight.

assistant

Got it. Want me to do anything for Elena's arrival?

user

Yeah, text her that I'll be waiting at arrivals by the baggage claim.

What we expected

{
  "calls": [
    {
      "name": "send_message",
      "args": {
        "to": {
          "type": "contains_all",
          "values": [
            "elena"
          ]
        },
        "text": {
          "type": "contains_any",
          "values": [
            "arrival",
            "baggage"
          ]
        }
      },
      "allow_extra_args": []
    }
  ]
}

What each model answered

MiMo-V2.6 Distill 9B

✓ pass · score 100 · 1.75 s

send_message({"to":"Elena Ruiz","text":"Hey! I'll be waiting at arrivals by the baggage claim when your flight lands at 5:40 tonight. See you soon!"})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "send_message",
      "args": {
        "to": "Elena Ruiz",
        "text": "Hey! I'll be waiting at arrivals by the baggage claim when your flight lands at 5:40 tonight. See you soon!"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "send_message",
      "matched_index": 0,
      "score": 1,
      "args": {
        "to": true,
        "text": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Ornith-1.5 9B

✓ pass · score 100 · 1.63 s

send_message({"to":"Elena Ruiz","text":"Hey! Your flight lands at 5:40 tonight. I'll be waiting at arrivals by the baggage claim."})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "send_message",
      "args": {
        "to": "Elena Ruiz",
        "text": "Hey! Your flight lands at 5:40 tonight. I'll be waiting at arrivals by the baggage claim."
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "send_message",
      "matched_index": 0,
      "score": 1,
      "args": {
        "to": true,
        "text": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Granite 4.2 8B

✓ pass · score 100 · 1.79 s

send_message({"to":"Elena Ruiz","text":"I'll be waiting at arrivals by the baggage claim when you land."})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "send_message",
      "args": {
        "to": "Elena Ruiz",
        "text": "I'll be waiting at arrivals by the baggage claim when you land."
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "send_message",
      "matched_index": 0,
      "score": 1,
      "args": {
        "to": true,
        "text": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Spark-X2.5 4B

✓ pass · score 100 · 0.67 s

send_message({"to":"Elena Ruiz","text":"I'll be waiting at arrivals by the baggage claim."})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "send_message",
      "args": {
        "to": "Elena Ruiz",
        "text": "I'll be waiting at arrivals by the baggage claim."
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "send_message",
      "matched_index": 0,
      "score": 1,
      "args": {
        "to": true,
        "text": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Mellum2.1 12B-A2.5B

✓ pass · score 100 · 0.68 s

send_message({"to":"Elena Ruiz","text":"I'll be waiting at arrivals by the baggage claim."})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "send_message",
      "args": {
        "to": "Elena Ruiz",
        "text": "I'll be waiting at arrivals by the baggage claim."
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "send_message",
      "matched_index": 0,
      "score": 1,
      "args": {
        "to": true,
        "text": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

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

✓ pass · score 100 · 0.57 s

send_message({"to":"Elena Ruiz","text":"Hi Elena! Your flight lands at 5:40 tonight. I'll be waiting at arrivals by the baggage claim. See you soon!"})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "send_message",
      "args": {
        "to": "Elena Ruiz",
        "text": "Hi Elena! Your flight lands at 5:40 tonight. I'll be waiting at arrivals by the baggage claim. See you soon!"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "send_message",
      "matched_index": 0,
      "score": 1,
      "args": {
        "to": true,
        "text": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

MiniCPM5 2B

✓ pass · score 100 · 0.45 s

send_message({"to":"Elena Ruiz","text":"I'll be waiting at arrivals by the baggage claim."})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "send_message",
      "args": {
        "to": "Elena Ruiz",
        "text": "I'll be waiting at arrivals by the baggage claim."
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "send_message",
      "matched_index": 0,
      "score": 1,
      "args": {
        "to": true,
        "text": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

K2-Horizon 0.9B

✓ pass · score 100 · 0.28 s

send_message({"to":"Elena Ruiz","text":"I'll be waiting at arrivals by the baggage claim."})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "send_message",
      "args": {
        "to": "Elena Ruiz",
        "text": "I'll be waiting at arrivals by the baggage claim."
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "send_message",
      "matched_index": 0,
      "score": 1,
      "args": {
        "to": true,
        "text": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

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