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New benchmark tests LLMs on dated Norwegian legal data

A new benchmark called norregel has been developed to test language models' ability to extract dated numeric values from Norwegian legal texts. The benchmark, which includes 916 items extracted from Lovdata's open data, assesses whether models provide correct, outdated, wrong, or uninterpretable answers based on the effective date of the information. In initial tests, Opus 5.5 and Sonnet 4.6 showed varying accuracy, with Opus 5.5 correctly answering 46.7% of primary items. Subsequent preregistered runs indicated that outdated answers are more frequent for values that took effect after a model's knowledge cutoff, though the robustness of this finding requires further investigation. AI

IMPACT This benchmark could drive improvements in LLM accuracy for time-sensitive legal and financial data extraction.

RANK_REASON The item describes a new academic benchmark for evaluating language models on a specific task, which falls under research. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CL →

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New benchmark tests LLMs on dated Norwegian legal data

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COVERAGE [1]

  1. arXiv cs.CL TIER_1 English(EN) · Eirik Botten Nicolaysen (EcoDeco AS) ·

    norregel: a preregistered benchmark of dated numeric values in Norwegian law

    arXiv:2610.29207v1 Announce Type: new Abstract: norregel asks language models for numeric values in Norwegian statutes, regulations and parliamentary decisions (NOK amounts, percentages, multiples of the National Insurance basic amount (G) and age limits), each at a stated date. …