macro f1 evaluation

Applying macro‑averaged F1 scoring to assess multi‑class system performance by equally weighting per‑class F1 scores, providing a robust comparison across classes and guiding evaluation and preparation strategies for low‑resource benchmarks (e.g., Arabic stance).