Unified Memory

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

assistant-actions-034

hard multi

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

Add the tent and a headlamp to the packing list, and remind me Thursday at 7 PM to charge the lantern.
What we expected
{
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": {
          "type": "norm",
          "value": "packing"
        },
        "item": {
          "type": "contains_all",
          "values": [
            "tent"
          ]
        }
      },
      "allow_extra_args": []
    },
    {
      "name": "add_to_list",
      "args": {
        "list": {
          "type": "norm",
          "value": "packing"
        },
        "item": {
          "type": "contains_all",
          "values": [
            "headlamp"
          ]
        }
      },
      "allow_extra_args": []
    },
    {
      "name": "create_reminder",
      "args": {
        "text": {
          "type": "contains_all",
          "values": [
            "lantern"
          ]
        },
        "when": {
          "type": "datetime",
          "value": "2026-10-22T19:00:00-05:00",
          "tolerance_s": 60
        }
      },
      "allow_extra_args": []
    }
  ]
}

What each model answered

MiMo-V2.6 Distill 9B

✓ pass · score 100 · 3.26 s

add_to_list({"list":"packing","item":"tent"})
add_to_list({"list":"packing","item":"headlamp"})
create_reminder({"text":"Charge the lantern","when":"2026-10-22T19:00:00-05:00"})
I'll add both items to your packing list and set the reminder.
Scoring detail
{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "tent"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "headlamp"
      },
      "error": null
    },
    {
      "name": "create_reminder",
      "args": {
        "text": "Charge the lantern",
        "when": "2026-10-22T19:00:00-05:00"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "add_to_list",
      "matched_index": 0,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "add_to_list",
      "matched_index": 1,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "create_reminder",
      "matched_index": 2,
      "score": 1,
      "args": {
        "text": true,
        "when": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Ornith-1.5 9B

✓ pass · score 100 · 3.81 s

add_to_list({"list":"packing","item":"tent"})
add_to_list({"list":"packing","item":"headlamp"})
create_reminder({"text":"Charge the lantern","when":"2026-10-22T19:00:00-05:00"})
I'll add the tent and headlamp to your packing list, and set the reminder for Thursday at 7 PM.
Scoring detail
{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "tent"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "headlamp"
      },
      "error": null
    },
    {
      "name": "create_reminder",
      "args": {
        "text": "Charge the lantern",
        "when": "2026-10-22T19:00:00-05:00"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "add_to_list",
      "matched_index": 0,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "add_to_list",
      "matched_index": 1,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "create_reminder",
      "matched_index": 2,
      "score": 1,
      "args": {
        "text": true,
        "when": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Granite 4.2 8B

✗ fail · score 33 · 1.41 s

add_to_list({"list":"packing","item":"tent"})
Scoring detail
{
  "n_calls": 1,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "tent"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "add_to_list",
      "matched_index": 0,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "add_to_list",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    },
    {
      "expected": "create_reminder",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    }
  ],
  "extra_calls": 0,
  "base": 0.3333333333333333
}

Spark-X2.5 4B

✗ fail · score 83 · 1.32 s

add_to_list({"list":"packing","item":"tent"})
add_to_list({"list":"packing","item":"headlamp"})
create_reminder({"text":"Charge the lantern","when":"2026-10-23T19:00:00-05:00"})
Scoring detail
{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "tent"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "headlamp"
      },
      "error": null
    },
    {
      "name": "create_reminder",
      "args": {
        "text": "Charge the lantern",
        "when": "2026-10-23T19:00:00-05:00"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "add_to_list",
      "matched_index": 0,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "add_to_list",
      "matched_index": 1,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "create_reminder",
      "matched_index": 2,
      "score": 0.5,
      "args": {
        "text": true,
        "when": false
      }
    }
  ],
  "extra_calls": 0,
  "base": 0.8333333333333334
}

Mellum2.1 12B-A2.5B

✗ fail · score 33 · 0.44 s

add_to_list({"list":"packing","item":"tent"})
Scoring detail
{
  "n_calls": 1,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "tent"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "add_to_list",
      "matched_index": 0,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "add_to_list",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    },
    {
      "expected": "create_reminder",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    }
  ],
  "extra_calls": 0,
  "base": 0.3333333333333333
}

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

✓ pass · score 100 · 0.97 s

add_to_list({"list":"packing","item":"tent"})
add_to_list({"list":"packing","item":"headlamp"})
create_reminder({"text":"Remember to charge the lantern before Thursday at 7 PM.","when":"2026-10-22T19:00:00-05:00"})
Scoring detail
{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "tent"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "headlamp"
      },
      "error": null
    },
    {
      "name": "create_reminder",
      "args": {
        "text": "Remember to charge the lantern before Thursday at 7 PM.",
        "when": "2026-10-22T19:00:00-05:00"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "add_to_list",
      "matched_index": 0,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "add_to_list",
      "matched_index": 1,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "create_reminder",
      "matched_index": 2,
      "score": 1,
      "args": {
        "text": true,
        "when": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

MiniCPM5 2B

✓ pass · score 100 · 1.00 s

add_to_list({"list":"packing","item":"tent"})
add_to_list({"list":"packing","item":"headlamp"})
create_reminder({"text":"Charge the lantern","when":"2026-10-22T19:00:00-05:00"})
Scoring detail
{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "tent"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "headlamp"
      },
      "error": null
    },
    {
      "name": "create_reminder",
      "args": {
        "text": "Charge the lantern",
        "when": "2026-10-22T19:00:00-05:00"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "add_to_list",
      "matched_index": 0,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "add_to_list",
      "matched_index": 1,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "create_reminder",
      "matched_index": 2,
      "score": 1,
      "args": {
        "text": true,
        "when": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

K2-Horizon 0.9B

✗ fail · score 83 · 0.56 s

add_to_list({"list":"packing","item":"tent"})
add_to_list({"list":"packing","item":"headlamp"})
create_reminder({"text":"Charge the lantern","when":"2026-10-24T19:00:00-05:00"})
Scoring detail
{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "tent"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "packing",
        "item": "headlamp"
      },
      "error": null
    },
    {
      "name": "create_reminder",
      "args": {
        "text": "Charge the lantern",
        "when": "2026-10-24T19:00:00-05:00"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "add_to_list",
      "matched_index": 0,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "add_to_list",
      "matched_index": 1,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    },
    {
      "expected": "create_reminder",
      "matched_index": 2,
      "score": 0.5,
      "args": {
        "text": true,
        "when": false
      }
    }
  ],
  "extra_calls": 0,
  "base": 0.8333333333333334
}

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