SearchFireSafety benchmark shows graph-guided retrieval improves statute-centric legal QA but domain-adapted models hallucinate more when statutory evidence is missing.
Lorenz Kuhn, Yarin Gal, and Sebastian Farquhar
2 Pith papers cite this work. Polarity classification is still indexing.
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cs.IR 2years
2026 2verdicts
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GLIER reformulates legal case retrieval as generative inference over latent legal variables like charges and elements, then fuses generative, structural, and lexical signals, outperforming baselines on LeCaRD datasets with strong performance at 10% training data.
citing papers explorer
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Beyond Case Law: Evaluating Structure-Aware Retrieval and Safety in Statute-Centric Legal QA
SearchFireSafety benchmark shows graph-guided retrieval improves statute-centric legal QA but domain-adapted models hallucinate more when statutory evidence is missing.
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GLIER: Generative Legal Inference and Evidence Ranking for Legal Case Retrieval
GLIER reformulates legal case retrieval as generative inference over latent legal variables like charges and elements, then fuses generative, structural, and lexical signals, outperforming baselines on LeCaRD datasets with strong performance at 10% training data.