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IT之家1 月 5 日消息，TIOBE 编程社区指数是一个衡量编程语言受欢迎程度的指标，评判的依据来自世界范围内的工程师、课程、供应商及搜索引擎，官方今日发文，公布了 TIOBE 2025 年度编程语言 —— C#，作为比较，TIOBE 2024 年度编程语言为 Python。 TIOBE 的 CEO Paul Jansen 表示，继 2023 年后，C# 再次被 TIOBE 指数评选为“年度编程 ...

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在代码大模型（Code LLMs）的预训练中，行业内长期存在一种惯性思维，即把所有编程语言的代码都视为同质化的文本数据，主要关注数据总量的堆叠。然而，现代软件开发本质上是多语言混合的，不同语言的语法特性、语料规模和应用场景差异巨大。如果忽略这些差异，笼统地应用通用的 Scaling Laws，往往会导致性能预测偏差和算力浪费。