Submissions will be evaluated on the hidden validation set using:

Primary Metric

Macro F1-score — treats all swing classes equally, regardless of class imbalance.

Tie-breakers (in order)

Macro Balanced Accuracy

Matthews Correlation Coefficient (multi-class)

Inference runtime

This ensures that winning models capture swing structure across all four categories, not just the majority class.