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This paper presents HistoriQA-ThirdRepublic, a French-language multi-hop question answering dataset derived from historical documents of the French Third Republic, designed to evaluate retrieval-augmented and LLM systems in historical research contexts.
Introduces LAUKIN, a dataset of clause pairs from Australia, UK, and India contracts labeled for legal equivalence, and evaluates 12 models achieving 65.11% macro-F1, establishing a challenging benchmark.