西班牙语不仅仅是一个: 一个数据集的西班牙语方言识别为LLMs
Gonzalo Martínez1, Marina Mayor-Rocher2, Cris Pozo Huertas1
1Information Processing and Telecommunications Center (IPTC), Universidad Politécnica de Madrid, Avda. Complutense 30, 28040 Madrid, Spain.
Data in brief
|October 10, 2025
概括
这项研究引入了一个新的数据集,用于评估西班牙方言的大型语言模型 (LLM). 该数据集有助于评估LLM在识别不同西班牙语品种的准确性,并识别潜在的方言偏差.
科学领域:
- 计算语言学 计算语言学
- 自然语言处理 (NLP) 是一种自然语言处理.
- 人工智能 (AI) 是一种人工智能.
背景情况:
- 多语言能力对NLP至关重要,但方言变化被低估了.
- 西班牙语在词汇,形态和语法方面表现出显著的区域多样性,影响了NLP的表现.
- 确保所有西班牙方言的公平代表性对于语言保存和AI公平性至关重要.
研究的目的:
- 引入一套新的数据集,用于评估西班牙方言变异的大型语言模型 (LLM).
- 评估LLM准确识别不同西班牙品种的能力.
- 测量LLM对特定西班牙语方言的潜在偏见或偏好.
主要方法:
- 开发一个包含30个多选题的数据集,重点关注西班牙语方言差异.
- 专家语言审查和反复改进问题,以确保准确性和偏见检测.
- 使用数据集来测试LLM在识别和区分西班牙地区差异方面的表现.
主要成果:
- 该数据集有效地探讨了LLM对西班牙方言细微差别的理解.
- 最初的分析表明,在不同的西班牙方言中,LLM绩效存在差异.
- 该数据集作为一个基准,用于识别和减轻LLMs的方言偏见.
结论:
- 这一数据集是推进西班牙NLP公平和包容性评估框架的关键资源.
- 它促进了对语言多样性更敏感和更适应的LLM的发展.
- 这项工作有助于在AI中公平地代表语言,防止较小方言的边缘化.
相关概念视频
01:22Language Development
848
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...
848
01:16Language
883
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...
883
01:27Language and Cognition
711
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.
711
01:24Components of Language
750
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.
750
01:29Aggregates Classification
966
Aggregate classification is generally based on its size, petrographic characteristics, weight, and source. Size classification ranges from coarse to fine aggregates, defined by the size of the particles. Coarse aggregates are particles that do not pass through ASTM sieve No. 4, and aggregates that pass through the sieve are fine aggregates.
Petrographic classification groups aggregates based on common mineralogical characteristics. Some of the common mineral groups found in aggregates are...
Petrographic classification groups aggregates based on common mineralogical characteristics. Some of the common mineral groups found in aggregates are...
966
01:26Distributions to Estimate Population Parameter
5.0K
The accurate values of population parameters such as population proportion, population mean, and population standard deviation (or variance) are usually unknown. These are fixed values that can only be estimated from the data collected from the samples. The estimates of each of these parameters are sample proportion, the sample mean, and sample standard deviation (or variance). To obtain the values of these sample statistics, data are required that have particular distribution and central...
5.0K