按照 Anthropic 的指控，DeepSeek 的蒸馏数量最少，只有 15 万次，但手法更精准。与其直接收集答案，Anthropic 指控 DeepSeek 在做的是批量生产思维链 (chain-of-thought)训练数据。
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By WWII, scientists had already begun looking at alternative gelling substances for routine use in bacteriology, but concluded that agar was still better as it is both firmer and easier to handle. Today, some specialized microbiology applications use the colloid carrageenan (extracted from red seaweed Chondrus crispus, or “Irish Moss”), a more transparent and less auto-fluorescent alternative to agar (agar emits its own background fluorescence when excited by light). However, for routine bacteriological use, carrageenan is more difficult to dissolve, requires higher concentrations, can degrade at high temperatures, and forms weaker gels, which may result in puncturing its surface during the plating of cells.