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Table 5 reports the 125M, 2.5B-token head-structure ablation. Multi-input/Multi-value (MIS/MVA) has the lowest reported perplexity among the listed patterns; MQA/MCS and MKA/MES are substantially worse despite equal total state size. Parameter-matched multi-head patterns fall between these choices. · CiteArk