constituency-parsing

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Non-binary bottom-up constituency parsing without arity actions

arXiv cs.CL · 2026-07-14 Cached

This paper proposes a delimiter-guided bottom-up constituency parser that removes the need for explicit arity actions by deriving arity from stack configurations, achieving competitive results on PTB and CTB with a smaller action inventory.

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#constituency-parsing

Holographic Neural PCFG for Unsupervised Parsing

arXiv cs.CL · 2026-07-10 Cached

This paper introduces Holographic Neural PCFG (Hol-PCFG), which recasts probabilistic context-free grammar rule scoring using holographic embeddings, achieving state-of-the-art unsupervised parsing performance across six languages with a 99.94% reduction in parameters.

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