阿桑提TwiSenti:加纳阿桑提Twi Tweets 在多语言环境中的情感数据集
Mavis Sarah Gyimah1, James Benjamin Hayfron -Acquah1, Rose-Mary Mensah Gyening1
1Computer Science Department, Kumasi Technical University (KSTU), P.O. Box 854, Kumasi, Ghana.
Data in brief
|April 16, 2025
概括
这项研究介绍了AsanteTwiSenti,这是加纳阿桑提Twi的新情感库. 本资源旨在解决对Twi语言处理和保存数据的缺乏问题.
科学领域:
- 计算语言学 计算语言学
- 自然语言处理自然语言处理.
- 非洲语言技术
背景情况:
- 阿桑提语是加纳的主要语言,在学术上有着重要的用途.
- 阿桑提图维语的数字语言资源严重缺乏,这阻碍了NLP应用.
- 现有的NLP工具和Twi的研究由于数据稀缺而受到限制.
研究的目的:
- 介绍阿桑提TwiSenti,这是加纳阿桑提Twi语言的新情感库.
- 为推进自然语言处理 (NLP) 任务提供基础数据集.
- 为了弥合Twi的低资源差距,并鼓励加纳语言资源的进一步发展.
主要方法:
- 从Twitter的API中取30507条推文. 这是一个很好的方法.
- 提取了10,095条相关的推特,用于构建语料库.
- 将8,438条预处理的推文标记为积极,消极,中立,加纳语和Pidgin,多语言和单语言.
主要成果:
- 创建了AsanteTwiSenti集体,包括8,438条标记的推文.
- 成功实施Twi推文的数据预处理和标签方法.
- 展示一种可行的方法来构建一种低资源语言的情感库.
结论:
- 阿桑提TwiSenti库对解决阿桑提TwiNLP的数据稀缺问题作出了重大贡献.
- 预计这一资源将促进加纳语言技术,保存和教育方面的研究.
- 该研究强调了为资源不足的非洲语言建立语言体的挑战和方法.
关键词:
谢谢 谢谢 谢谢 谢谢 谢谢迦纳语的皮丁语 (Pidgin) 是加纳语的皮丁语.迦纳的语言 迦纳的语言资源较少的语言 资源较少的语言多语言的多语言.自然语言处理自然语言处理.情绪分析是一种情绪分析.没有了,没有了,没有了.更多相关视频
08:53Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community
Published on: May 31, 2019
5.1K
09:09Foreign Accent and Forensic Speaker Identification in Voice Lineups: The Influence of Acoustic Features Based on Prosody
Published on: September 27, 2024
379
相关概念视频
Attitudes
27.9K
Attitude is our evaluation of a person, an idea, or an object. We have attitudes for many things ranging from products that we might pick up in the supermarket to people around the world to political policies. Typically, attitudes are favorable or unfavorable: positive or negative (Eagly & Chaiken, 1993). And, they have three components: an affective component (feelings), a behavioral component (the effect of the attitude on behavior), and a cognitive component (belief and knowledge;...
27.9K
Translation
14.2K
Translation is the process of synthesizing proteins from the genetic information carried by messenger RNA (mRNA). Following transcription, it constitutes the final step in the expression of genes. This process is carried out by ribosomes, complexes of protein and specialized RNA molecules. Ribosomes, transfer RNA (tRNA), and other proteins produce a chain of amino acids—the polypeptide—as the end product of translation.
Translation Produces the Building Blocks of Life
Proteins are...
Translation Produces the Building Blocks of Life
Proteins are...
14.2K
Traits, Mood, and Subjective Wellbeing
36
Subjective well-being (SWB) refers to an individual's self-evaluation of their overall life satisfaction, happiness, and fulfillment. This multifaceted construct is typically assessed by analyzing the balance of positive and negative emotions alongside perceptions of life satisfaction. Personality traits such as neuroticism and extraversion are strongly associated with variations in SWB, offering critical insights into the underlying mechanisms of emotional well-being.
Neuroticism and...
Neuroticism and...
36
Two-Way ANOVA
2.6K
The two-way ANOVA is an extension of the one-way ANOVA. It is a statistical test performed on three or more samples categorized by two factors - a row factor and a column factor. Ronald Fischer mentioned it in 1925 in his book 'Statistical Methods for Researchers.'
The two-way ANOVA analysis initially begins by stating the null hypothesis that there is an interaction effect between the two factors of a dataset. This effect can be visualized using line segments formed by joining the...
The two-way ANOVA analysis initially begins by stating the null hypothesis that there is an interaction effect between the two factors of a dataset. This effect can be visualized using line segments formed by joining the...
2.6K
Empathy
9.5K
Some researchers suggest that altruism operates on empathy. Empathy is the capacity to understand another person’s perspective, to feel what he or she feels. An empathetic person makes an emotional connection with others and feels compelled to help (Batson, 1991). Empathy can be expressed in several ways, including cognitive, affective, and motor.
9.5K
Surveys
14.7K
Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
14.7K
