[大型语言模型的技术基础]
1Institut für Diagnostische und Interventionelle Radiologie, Universitätsspital Zürich, Universität Zürich, Rämistrasse 100, 8091, Zürich, Schweiz. christian.bluethgen@usz.ch.
Radiologie (Heidelberg, Germany)
|March 10, 2025
概括
大型语言模型 (LLM) 是强大的AI工具,彻底改变了人机交互和文本分析. 虽然在放射学等应用中具有多样性,但LLM可能会自信地呈现不准确的信息.
科学领域:
- 人工智能的人工智能
- 自然语言处理自然语言处理.
- 计算语言学 计算语言学
背景情况:
- 像ChatGPT这样的大型语言模型 (LLM) 已经改变了人机交互和语言分析.
- 法律学的演变代表了人工智能的重大进步.
研究的目的:
- 概述计算语言模型的发展和基本原则.
- 探索法学士的技术基础和应用.
主要方法:
- 进行了叙事文学评论.
- 分析的重点是法律士的历史出现,技术基础,培训过程和限制.
主要成果:
- 现代的LLM利用了具有注意力机制的变压器架构来实现上下文理解.
- 一个多阶段的培训过程,包括预培训和微调,使LLMs能够实现高语言质量和一般语言理解.
- 在文本分析和输出生成方面,LLM表现出灵活性.
结论:
- 简单的LLM是文本处理的多功能工具,在放射学等领域具有巨大的潜力.
- 法律法规的关键局限性是它们倾向于以高可信度产生可信但不正确的信息.
更多相关视频
09:09Foreign Accent and Forensic Speaker Identification in Voice Lineups: The Influence of Acoustic Features Based on Prosody
Published on: September 27, 2024
385
06:48Lexical Decision Task for Studying Written Word Recognition in Adults with and without Dementia or Mild Cognitive Impairment
Published on: June 25, 2019
9.1K
相关概念视频
Improving Translational Accuracy
2.5K
2.5K
Components of Language
229
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.
229
Language and Cognition
308
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.
308
Language Development
299
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...
299
Language
183
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...
183
Generalization, Discrimination, and Extinction
392
Generalization, discrimination, and extinction are key concepts in operant conditioning that influence how behaviors are learned and maintained.
Generalization occurs when a behavior reinforced in one context is performed in similar situations. For instance, a student who studies diligently for calculus and receives excellent grades might apply the same study habits to psychology and history, expecting similar results. Generalization shows how learning in one setting can influence behavior in...
Generalization occurs when a behavior reinforced in one context is performed in similar situations. For instance, a student who studies diligently for calculus and receives excellent grades might apply the same study habits to psychology and history, expecting similar results. Generalization shows how learning in one setting can influence behavior in...
392
