⁶  Because Mathew et al. (2021) reports transformer baselines on the same HateXplain corpus, direct architectural benchmarking is possible; however, our contribution is a controlled within-corpus design that estimates how aggregation strategy (Pure vs. Majority) and task granularity (binary vs. multi-class) shift achievable performance under a fixed pipeline.