Unified Memory

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

assistant-actions-030

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

What's the weather in Cedar Hollow today and tomorrow?
What we expected
{
  "calls": [
    {
      "name": "get_weather",
      "args": {
        "location": {
          "type": "contains_any",
          "values": [
            "cedar hollow"
          ]
        },
        "date": {
          "type": "optional",
          "inner": {
            "type": "date",
            "value": "2026-10-21"
          }
        }
      },
      "allow_extra_args": []
    },
    {
      "name": "get_weather",
      "args": {
        "location": {
          "type": "contains_any",
          "values": [
            "cedar hollow"
          ]
        },
        "date": {
          "type": "date",
          "value": "2026-10-22"
        }
      },
      "allow_extra_args": []
    }
  ]
}

What each model answered

MiMo-V2.6 Distill 9B

✓ pass · score 100 · 1.65 s

get_weather({"location":"Cedar Hollow, IL"})
get_weather({"location":"Cedar Hollow, IL","date":"2026-10-22"})
Scoring detail
{
  "n_calls": 2,
  "calls": [
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL"
      },
      "error": null
    },
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL",
        "date": "2026-10-22"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "get_weather",
      "matched_index": 0,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    },
    {
      "expected": "get_weather",
      "matched_index": 1,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Ornith-1.5 9B

✓ pass · score 100 · 2.26 s

get_weather({"location":"Cedar Hollow, IL"})
get_weather({"location":"Cedar Hollow, IL","date":"2026-10-22"})
I'll check the weather for Cedar Hollow today and tomorrow.
Scoring detail
{
  "n_calls": 2,
  "calls": [
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL"
      },
      "error": null
    },
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL",
        "date": "2026-10-22"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "get_weather",
      "matched_index": 0,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    },
    {
      "expected": "get_weather",
      "matched_index": 1,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

Granite 4.2 8B

✗ fail · score 50 · 1.16 s

get_weather({"location":"Cedar Hollow, IL"})
Scoring detail
{
  "n_calls": 1,
  "calls": [
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "get_weather",
      "matched_index": 0,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    },
    {
      "expected": "get_weather",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    }
  ],
  "extra_calls": 0,
  "base": 0.5
}

Spark-X2.5 4B

✗ fail · score 50 · 0.31 s

get_weather({"location":"Cedar Hollow, IL"})
Scoring detail
{
  "n_calls": 1,
  "calls": [
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "get_weather",
      "matched_index": 0,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    },
    {
      "expected": "get_weather",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    }
  ],
  "extra_calls": 0,
  "base": 0.5
}

Mellum2.1 12B-A2.5B

✗ fail · score 50 · 0.56 s

get_weather({"location":"Cedar Hollow, IL","date":"2026-10-21"})
Scoring detail
{
  "n_calls": 1,
  "calls": [
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL",
        "date": "2026-10-21"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "get_weather",
      "matched_index": 0,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    },
    {
      "expected": "get_weather",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    }
  ],
  "extra_calls": 0,
  "base": 0.5
}

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

✓ pass · score 100 · 0.69 s

get_weather({"location":"Cedar Hollow, IL","date":"2026-10-21"})
get_weather({"location":"Cedar Hollow, IL","date":"2026-10-22"})
Scoring detail
{
  "n_calls": 2,
  "calls": [
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL",
        "date": "2026-10-21"
      },
      "error": null
    },
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL",
        "date": "2026-10-22"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "get_weather",
      "matched_index": 0,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    },
    {
      "expected": "get_weather",
      "matched_index": 1,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

MiniCPM5 2B

✓ pass · score 100 · 0.60 s

get_weather({"location":"Cedar Hollow, IL"})
get_weather({"location":"Cedar Hollow, IL","date":"2026-10-22"})
Scoring detail
{
  "n_calls": 2,
  "calls": [
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL"
      },
      "error": null
    },
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL",
        "date": "2026-10-22"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "get_weather",
      "matched_index": 0,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    },
    {
      "expected": "get_weather",
      "matched_index": 1,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    }
  ],
  "extra_calls": 0,
  "base": 1
}

K2-Horizon 0.9B

✗ fail · score 50 · 0.28 s

get_weather({"location":"Cedar Hollow, IL"})
I'll get the weather forecast for Cedar Hollow today and tomorrow for you.
Scoring detail
{
  "n_calls": 1,
  "calls": [
    {
      "name": "get_weather",
      "args": {
        "location": "Cedar Hollow, IL"
      },
      "error": null
    }
  ],
  "per_call": [
    {
      "expected": "get_weather",
      "matched_index": 0,
      "score": 1,
      "args": {
        "location": true,
        "date": true
      }
    },
    {
      "expected": "get_weather",
      "matched_index": null,
      "score": 0,
      "args": "no call"
    }
  ],
  "extra_calls": 0,
  "base": 0.5
}

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