增收不增利在任何行业均属危险信号，通常暗示成本失控或底层资产质量恶化——小赢科技可能面临双重困境。
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Озвучены требования Трампа для выхода Америки из Североатлантического альянса20:51
This problem is especially acute for what the research team calls retrieval heads — attention heads whose function is to retrieve specific factual tokens from long contexts. The relevant tokens for a retrieval head can remain dormant for thousands of tokens before suddenly becoming essential to the reasoning chain. Post-RoPE methods, operating over a narrow observation window, see low attention on those tokens during the dormant period and permanently evict them. When the model later needs to recall that information, it is already gone, and the chain of thought breaks.