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AI pipeline enhances legal retrieval in Saudi Arabian courts

Researchers have developed a Decompose-and-Refine (DaR) pipeline to improve statutory article retrieval from Arabic judicial narratives, specifically for Saudi Arabian family law and law of evidence. This pipeline utilizes a large language model to break down legal cases into disputed issues and generate targeted retrieval channels. The DaR approach significantly boosted retrieval performance, achieving an MRR@10 of 0.696 for the Law of Evidence and 0.864 for Family Law, outperforming non-decomposed systems. AI

IMPACT This research demonstrates a novel application of LLMs for improving legal document retrieval, potentially streamlining legal research and analysis in Arabic-speaking jurisdictions.

RANK_REASON Academic paper detailing a new methodology for information retrieval in a specific legal domain. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

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AI pipeline enhances legal retrieval in Saudi Arabian courts

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Academic paper detailing a new methodology for information retrieval in a specific legal domain. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Zarah Shibli, Areej Alhothali, Lulwah Alharigy ·

    Statutory Article Retrieval from Arabic Judicial Narratives: Family Law and Law of Evidence in Saudi Arabia

    arXiv:2610.38336v1 Announce Type: cross Abstract: Reliable legal information retrieval must ground legal reasoning in authoritative statutory sources. In Arabic judicial settings, long factual narratives must be mapped to concise articles that express abstract legal rules, creati…