语言建模的社会语言学基础
Jack Grieve1, Sara Bartl1, Matteo Fuoli1
1Department of Linguistics and Communication, University of Birmingham, Birmingham, United Kingdom.
Frontiers in artificial intelligence
|January 28, 2025
概括
本研究引入了对语言建模的社会语言学观点,将模型视为语言品种的表示. 了解这些品种是解决诸如偏见和提高语言模型性能等挑战的关键.
科学领域:
- 计算语言学 计算语言学
- 社会语言学 社会语言学
背景情况:
- 语言模型 (LMs) 越来越强大,但面临着挑战.
- 社会语言学观点为理解LMS提供了一个新的框架.
研究的目的:
- 在语言建模上引入社会语言学观点.
- 探索如何理解语言品种可以解决LM挑战.
主要方法:
- 从社会语言学中定义"语言多样性".
- 通过这种镜头分析LM挑战 (社会偏见,领域适应,对齐,语言变化,规模).
主要成果:
- 语言模型本质上是模拟"语言品种".
- 这种观点阐明了关键的LM挑战.
结论:
- 社会语言学为LM的开发和部署提供了宝贵的见解.
- 代表特定语言品种的精心策划的培训机构对于LM表现和社会价值至关重要.
更多相关视频
03:14Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
482
08:05Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques
Published on: June 30, 2020
7.5K
相关概念视频
Language and Cognition
318
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.
318
Language
190
Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
190
Modeling and Similitude
240
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
240
Language Development
311
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...
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...
311
Components of Language
236
Language, whether spoken, signed, or written, consists of specific components: lexicon and grammar. The lexicon is the vocabulary of a language, comprising its words. Grammar is the set of rules used to convey meaning through the lexicon. For example, English grammar adds “-ed” to most verbs to indicate past tense. Words are formed by combining phonemes, which are the basic sound units of a language. Different languages have different sets of phonemes (e.g., “ah” vs.
236
Typical Model Studies
332
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
332
