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The joint K+V LongBench sweep reports all K/V splits for KV-COBRA_MSE, KV-COBRA_KL, and KQ-SVD; the suite mean generally favors providing more bits to V, while the V_bpd=2 cells are especially weak on LLaMA and Mistral. · CiteArk