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New system improves Vietnamese statutory article retrieval using Qwen evidence

Researchers have developed a system for retrieving Vietnamese statutory articles on the DRiLL platform, utilizing features related to provision identity, local form, same-law support, and citation lineage. By employing selectors sharing candidates, listwise Qwen evidence, and specific learner settings, the system improved its official F2 score from 71.77% to 72.91%. The study highlights the significant contribution of same-law and citation evidence to the model's performance, motivating further research into other datasets and representations. AI

IMPACT This research demonstrates improved information retrieval techniques that could be applied to legal and statutory document analysis.

RANK_REASON This is a research paper detailing a new system for information retrieval on a specific dataset.

Read on arXiv cs.CL →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New system improves Vietnamese statutory article retrieval using Qwen evidence

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COVERAGE [2]

  1. arXiv cs.CL TIER_1 English(EN) · Duc-Vu Nguyen, Ngan Luu-Thuy Nguyen ·

    Structure and Lineage Evidence for Vietnamese Statutory Article Retrieval on DRiLL

    arXiv:2611.09200v1 Announce Type: cross Abstract: We study Vietnamese statutory Article retrieval on DRiLL using features for provision identity and local form, same-law support, and citation and lineage evidence. Across five random seeds, selectors sharing candidates, listwise Q…

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Ngan Luu-Thuy Nguyen ·

    Structure and Lineage Evidence for Vietnamese Statutory Article Retrieval on DRiLL

    We study Vietnamese statutory Article retrieval on DRiLL using features for provision identity and local form, same-law support, and citation and lineage evidence. Across five random seeds, selectors sharing candidates, listwise Qwen evidence, and learner settings improve officia…