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相关概念视频

Genetic Lingo01:11

Genetic Lingo

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Overview
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Language and Cognition01:27

Language and Cognition

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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.
376
Language Development01:22

Language Development

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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.
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
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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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Naturalistic Observations02:30

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If you want to understand how behavior occurs, one of the best ways to gain information is to simply observe the behavior in its natural context. However, people might change their behavior in unexpected ways if they know they are being observed. How do researchers obtain accurate information when people tend to hide their natural behavior? As an example, imagine that your professor asks everyone in your class to raise their hand if they always wash their hands after using the restroom. Chances...
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What is Natural Selection?01:32

What is Natural Selection?

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Natural selection is an evolutionary process in which individuals with survival-promoting traits reproduce at higher rates. These favorable traits become more common within a population or species. Naturally selected traits initially arise via random genetic mutations. In order for selection to occur, there must be variation within a population, the trait controlling the variation must be heritable, and there must be an evolutionary advantage for variation in the trait.
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相关实验视频

Updated: Jul 24, 2025

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
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Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

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重新关注相关性:NLG中的个性化

Shiran Dudy1, Steven Bedrick2, Bonnie Webber3

  • 1Department of Computer Science, University of Colorado.

Proceedings of the Conference on Empirical Methods in Natural Language Processing. Conference on Empirical Methods in Natural Language Processing
|July 10, 2023
PubMed
概括

自然语言生成 (NLG) 系统需要更多的背景超出源文本,以更好地实现面向用户的任务. 从信息检索中整合相关性是关键,与价值敏感设计一起,以减轻潜在的危害.

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科学领域:

  • 自然语言处理自然语言处理.
  • 人与计算机的交互
  • 信息检索 信息检索

背景情况:

  • 当前的自然语言生成 (NLG) 系统通常仅依赖源文本.
  • 当用户的意图或工作环境在源文本中没有明确说明时,这种方法是不够的.
  • 这些限制阻碍了NLG在现实应用中的有效性.

研究的目的:

  • 倡导在NLG系统设计中更加重视上下文信息.
  • 从信息检索中提出"相关性"的概念,作为面向用户的NLG的核心原则.
  • 探索环境意识NLG的潜在危害,并建议价值敏感的设计作为解决方案.

主要方法:

  • 现有NLG范式的概念分析.
  • 通过信息检索相关性的镜头重新构建NLG任务设计.
  • 讨论个性化NLG的伦理考虑和设计原则.

主要成果:

  • 标准的NLG方法对于上下文依赖的任务是不够的.
  • 相关性是开发以用户为中心的NLG的一个关键因素.
  • 在NLG中,个性化提出了需要仔细考虑的伦理挑战.

结论:

  • 为了提高性能,NLG系统必须整合更广泛的背景.
  • 信息检索的相关性指标为上下文意识的NLG提供了一个有价值的框架.
  • 价值敏感的设计对于导航个性化文本生成的伦理景观至关重要.