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Sarvam的工程师首先重新设计了tokenizer——这是大模型处理文字的最底层组件。现有的主流tokenizer对印度文字效率极低,处理梵文、泰米尔文、孟加拉文这类非拉丁字母体系时,需要消耗比英文多出数倍的token。Sarvam重新训练的tokenizer,对印度文字的处理效率提升了三到四倍。这一步没有任何可见度,不会出现在发布会的PPT上,但它决定了后续所有训练的成本和效率。
“Whether SpaceX can get there is really a moonshot,” says Jack Ciesielski, one of America’s leading accounting experts. “It’s anybody’s guess how big the space industry will become in the future.” SpaceX could get there. But it would need two things: an extremely fast-growing market, and significant monopoly power. It already faces a number of smaller competitors, including Jeff Bezos’s Blue Origin. SpaceX’s best chance is developing a huge lead that gives it economies of scale in rocket production that no competitor can match.