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

assistant-actions-026

medium 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 eggs, butter and flour to the grocery list.

What we expected

{
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": {
          "type": "norm",
          "value": "grocery"
        },
        "item": {
          "type": "contains_all",
          "values": [
            "eggs"
          ]
        }
      },
      "allow_extra_args": []
    },
    {
      "name": "add_to_list",
      "args": {
        "list": {
          "type": "norm",
          "value": "grocery"
        },
        "item": {
          "type": "contains_all",
          "values": [
            "butter"
          ]
        }
      },
      "allow_extra_args": []
    },
    {
      "name": "add_to_list",
      "args": {
        "list": {
          "type": "norm",
          "value": "grocery"
        },
        "item": {
          "type": "contains_all",
          "values": [
            "flour"
          ]
        }
      },
      "allow_extra_args": []
    }
  ]
}

What each model answered

MiMo-V2.6 Distill 9B

✓ pass · score 100 · 2.20 s

add_to_list({"list":"grocery","item":"eggs"})
add_to_list({"list":"grocery","item":"butter"})
add_to_list({"list":"grocery","item":"flour"})

Scoring detail

{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "eggs"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "butter"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "flour"
      },
      "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": "add_to_list",
      "matched_index": 2,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Ornith-1.5 9B

✓ pass · score 100 · 2.99 s

add_to_list({"list":"grocery","item":"eggs"})
add_to_list({"list":"grocery","item":"butter"})
add_to_list({"list":"grocery","item":"flour"})

I'll add those to your grocery list.

Scoring detail

{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "eggs"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "butter"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "flour"
      },
      "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": "add_to_list",
      "matched_index": 2,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Granite 4.2 8B

✗ fail · score 33 · 1.42 s

add_to_list({"list":"grocery","item":"eggs"})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "eggs"
      },
      "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": "add_to_list",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    }
  ],
  "extra_calls": 0,
  "base": 0.3333333333333333
}

Spark-X2.5 4B

✓ pass · score 100 · 0.98 s

add_to_list({"list":"grocery","item":"eggs"})
add_to_list({"list":"grocery","item":"butter"})
add_to_list({"list":"grocery","item":"flour"})

Scoring detail

{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "eggs"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "butter"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "flour"
      },
      "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": "add_to_list",
      "matched_index": 2,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Mellum2.1 12B-A2.5B

✗ fail · score 33 · 0.46 s

add_to_list({"list":"grocery","item":"eggs"})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "eggs"
      },
      "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": "add_to_list",
      "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 · 0.71 s

add_to_list({"list":"grocery","item":"eggs"})
add_to_list({"list":"grocery","item":"butter"})
add_to_list({"list":"grocery","item":"flour"})

Scoring detail

{
  "n_calls": 3,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "eggs"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "butter"
      },
      "error": null
    },
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "flour"
      },
      "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": "add_to_list",
      "matched_index": 2,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

MiniCPM5 2B

✗ fail · score 33 · 0.36 s

add_to_list({"list":"grocery","item":"eggs, butter, flour"})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "eggs, butter, flour"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "add_to_list",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    },
    {
      "expected": "add_to_list",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    },
    {
      "expected": "add_to_list",
      "matched_index": 0,
      "score": 1,
      "args": {
        "list": true,
        "item": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 0.3333333333333333
}

K2-Horizon 0.9B

✗ fail · score 33 · 0.23 s

add_to_list({"list":"grocery","item":"eggs"})

Scoring detail

{
  "n_calls": 1,
  "calls": [
    {
      "name": "add_to_list",
      "args": {
        "list": "grocery",
        "item": "eggs"
      },
      "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": "add_to_list",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    }
  ],
  "extra_calls": 0,
  "base": 0.3333333333333333
}

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