2025
HYDRA: A Multi-Head Encoder-only Architecture for Hierarchical Text Classification
EMNLP 2025
We introduce HYDRA, a simple yet effective multi-head encoder-only architecture for hierarchical text classification that treats each level in the hierarchy as a separate classification task with its own label space. State-of-the-art approaches rely on complex components like graph encoders, label s