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Zhi-Peng Du

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Open access Aug 2026

Multi-Granular Demonstration Retrieval via Syntax-Derived Representations for Few-Shot NL2GQL

MGDR-SDR is proposed, a training-free approach that applies constituency parsing to derive three complementary representations of the utterance that drive a multi-granular retrieval procedure that aggregates evidence across dense and sparse channels, yielding broader and more precise demonstration coverage.

Tong Li, Zhi-Peng Du, Xinyu Hu et al. · 0 citations

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