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For KV-COBRA_KL on individual LongBench tasks, the best K/V split was V-heavy in 40 of 45 model–task–budget cells; the five exceptions were QASPER or MultiFieldQA-en cells that became balanced or K-heavy at higher budgets. · CiteArk