{
    "command": "train",
    "dataset": "mnist",
    "in_size": 784,
    "num_classes": 10,
    "timeout": 10800,
    "source_dataset": "mnist",
    "points": 110,
    "bonus_points": 27.5,
    "scoring": {
        "function": "exponential",
        "k": 5,
        "baseline": 0.92,
        "bonus_threshold": 0.985,
        "ceiling": 0.9987
    },
    "description": "Scoring: exponential curve (k=5) over best test accuracy. Accuracy at or below the baseline (linear-classifier accuracy) earns 0 points; accuracy at or above the bonus_threshold (reference network accuracy) earns full regular points. Beyond the threshold, bonus points scale on the same exponential curve up to the ceiling (state-of-the-art accuracy)."
}