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测试汇总：“Token”并非固定的文本量。每家供应商的tokenizer会将同一份文件分割成不同数量的片段，而你按片段付费。因此，不同供应商之间的$/Mtok（每百万token价格）是不可直接比较的。Anthropic最新的tokenizer（Son ...

在机器学习与自然语言处理交叉领域，一项突破性研究为解决传统编程中的“模糊任务”提供了全新范式。由多所高校联合开发的Program-as-Weights（PAW）系统，通过将大型语言模型的能力“压缩”为可本地运行的轻量级程序，实现了隐私保护、离线可用和成本优化的技术突破。该成果以预印本形式发布于arXiv平台，编号为arXiv:2607.02512v1。