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At 124M, zero-shot LAMBADA, HellaSwag, and WikiText-2 results are mixed but directionally consistent overall with the validation-loss ordering: gated arms slightly improve LAMBADA, several modified arms tie at 0.325 on HellaSwag, and all modified arms reduce WikiText-2 perplexity. · CiteArk