汽车网络安全如何选编程语言?C、C++、Rust、Java……谁更适合AUTOSAR、ISO/SAE 21434?一文了解8种主流语言的优劣与适用场景,以及Perforce QAC/Klocwork对MISRA、CERT等规范的支持。
这项由北京航空航天大学的杨健、国鑫、林静等研究者联合优矿公司和中国人民大学人工智能学院团队完成的突破性研究,发表于2025年12月的arXiv预印本(论文编号:2512.13472v1),是全球首次系统性探索多语言编程训练规律的重要成果。
北航、人大和九坤投资共同撰写的论文 《Scaling Laws for Code: Every Programming Language Matters》 整理而成。 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。
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1995年12月,网景通信公司与太阳微系统公司联合宣布了一种全新的网页脚本语言——JavaScript,这门诞生于网景公司内部、仅用10天时间拼出的“黑客式原型”,如今已经成为互联网上最重要的编程语言之一。 虽然当年的原始版本直到同年9月才随 Netscape Navigator 测试版亮相,并在1996年3月才以1.0版本正式发布,但今天,几乎所有带有客户端脚本的网站都在使用它,JavaScri ...
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