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12 Jan 2026DeepSeekEngram: conditional memory via scalable lookup Adds a second sparsity axis to LLMs, hashed N-gram embedding lookup for static knowledge alongside MoE compute. Engram-27B beats an iso-FLOPs MoE-27B.12 Jan 2026DeepSeekEngram: Conditional Memory via Scalable Lookup Adds an O(1) hashed N-gram lookup memory as a sparsity axis beside MoE; a 27B model gains +3.4 MMLU and 97.0 on multi-query needle retrieval.