Hierarchical Bracketing Encodings Work for Dependency Graphs

Published: 01 Jan 2025, Last Modified: 28 Nov 2025CoRR 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: We revisit hierarchical bracketing encodings from a practical perspective in the context of dependency graph parsing. The approach encodes graphs as sequences, enabling linear-time parsing with $n$ tagging actions, and still representing reentrancies, cycles, and empty nodes. Compared to existing graph linearizations, this representation substantially reduces the label space while preserving structural information. We evaluate it on a multilingual and multi-formalism benchmark, showing competitive results and consistent improvements over other methods in exact match accuracy.
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