Papers with bottom-up fashion

2 papers
Discontinuous Constituency Parsing with a Stack-Free Transition System and a Dynamic Oracle (N19-1)

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Challenge: Discontinuous constituency trees are derivations of Linear Context-Free Rewriting Systems (LCFRS), which makes them much harder to parse.
Approach: They propose a transition system that uses a set of parsing items with constant-time random access instead of storing subtrees in a stack .
Outcome: The proposed system constructs a discontinuous constituency tree in 4n–2 transitions for a sentence of length n.
TreeRare: Syntax Tree-Guided Retrieval and Reasoning for Knowledge-Intensive Question Answering (2025.emnlp-main)

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Challenge: Existing work shows that large language models generate incorrect statements due to over-reliance on parametric knowledge.
Approach: They propose a framework that utilizes syntax trees to guide information retrieval and reasoning for question answering.
Outcome: The proposed framework improves on existing state-of-the-art methods for large-scale query processing.

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