Papers by Fabian Karl

1 papers
HYDRA: A Multi-Head Encoder-only Architecture for Hierarchical Text Classification (2025.emnlp-main)

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Challenge: State-of-the-art approaches rely on complex components like graph encoders, label semantics, and autoregressive decoders.
Approach: They propose a multi-head encoder-only architecture for hierarchical text classification that treats each level as a separate classification task with its own label space.
Outcome: The proposed architecture matches or exceeds state-of-the-art methods on four benchmarks.

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