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Paper · arXiv

Annotated Surrogate Retrieval for Polish Statutory Law

We present a family of retrieval methods for Polish statutory law built on document surrogates: language-model annotations attached to statutory articles at index time. Three designs occupy different points on the cost-quality frontier. ASCR is a surrogate cascade with reranking; ASCR-H fuses a dense list into that cascade; and DTF replaces both language-model stages with three lexical and dense retrievers, weighted reciprocal rank fusion, and a deterministic re-scoring prior, using no model call before generation. We evaluate all three against fourteen lexical, dense, fused and ablated baselines plus four controls, on 300 questions from the 2024 and 2025 Polish bar and legal counsel entr...

AuthorsOrkun Yiğit Cengiz
Primary categorycs.CL
Published31 August 2026
Last updated at source31 August 2026
cs.CL
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