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相关概念视频

Non-equilibrium in the Cell01:16

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An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
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In psychology, concepts can be divided into two categories: natural and artificial. Natural concepts are formed through direct or indirect experiences. For example, consider the concept of snow. If you live in a place with regular snowfall, such as Essex Junction, Vermont, you know snow through direct experiences. You’ve seen it fall, touched it, shoveled it, and played in it. You recognize its texture, appearance, and even its smell. In contrast, if you live on an island like Saint...
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A toggle clamp is a mechanical device commonly used for holding and clamping objects in various applications, such as woodworking, metalworking, and assembly operations. Consider a toggle clamp subjected to a force of 200 N at the handle. The vertical clamping force can be calculated, provided the dimensions of the toggle clamp are known.
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Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. Consider a lifting tong carrying a 100 kg load. It comprises movable sections DAF and CBG linked together with member AB.
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Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
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Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
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相关实验视频

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自然语言生成和对人工智能辅助编程大代码的理解:一篇评论

Man-Fai Wong1, Shangxin Guo2, Ching-Nam Hang1

  • 1Department of Computer Science, City University of Hong Kong, Hong Kong, China.

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概括
此摘要是机器生成的。

本综述探讨了在Big Code上训练的大型语言模型 (LLM) 如何增强人工智能辅助编程. 这些模型改进了代码生成和缺陷检测等任务,简化了软件开发.

关键词:
人工智能辅助的编程大型语言模型.软件的自然性 软件的自然性

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科学领域:

  • 计算机科学 计算机科学
  • 人工智能的人工智能
  • 软件工程 软件工程 软件工程

背景情况:

  • 自然语言处理 (NLP) 技术,特别是基于变压器的大型语言模型 (LLM),在人工智能辅助编程中越来越重要.
  • 在大代码上接受培训的法学士,将软件的自然性纳入,像GitHub Copilot和DeepMind AlphaCode这样的强大应用程序.
  • 这些模型是各种编程任务的组成部分,包括代码生成,完成,翻译,改进,总结和缺陷/克隆检测.

研究的目的:

  • 提供关于NLP和LLM在人工智能辅助编程中的应用的全面文献综述.
  • 概述主要的LLM及其在软件开发中的下游应用.
  • 探索整合NLP与软件自然性的挑战和机遇,以增强编码辅助.

主要方法:

  • 在人工智能辅助编程中对NLP技术和基于变压器的LLM进行文献综述.
  • 在代码生成,完成,翻译,改进,总结,缺陷检测和克隆检测中分析LLM应用程序.
  • 探索挑战和机遇,包括扩展功能,以移动开发环境,如Xcode.

主要成果:

  • 在大代码上接受培训的LLM显著提高了AI辅助编程任务.
  • 像GitHub Copilot这样的应用程序证明了这些模型的实际影响.
  • 结合NLP与软件自然性,为开发者赋权提供了巨大的机会.

结论:

  • 在大代码上接受培训的LLM对人工智能辅助编程具有变革性.
  • 对NLP集成的进一步研究可以解锁高级编码辅助,并简化开发.
  • 将这些功能扩展到像Xcode这样的移动开发平台,为未来提供了重大机会.