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The author transferred pretrained PLE n-gram memory from Qwen3.8-Flash-Next to Qwen3.5-0.8B, achieving a 5.05% reduction in validation perplexity without fine-tuning the backbone. Key findings include the effectiveness of dynamic gating and reader training for memory injection.