对标签的各种方法进行比较,用于曲的斯洛伐克语言
Lubomír Benko1, Dasa Munkova1, Mária Pappová1
1Department of Computer Science, Constantine the Philosopher University in Nitra, Nitra, Slovakia.
PeerJ. Computer science
|June 10, 2024
概括
这项研究比较了斯洛伐克语的自动标记器,斯洛伐克语是一种折叠语言. 结果显示,UDPipe2在文学文本中表现出色,而RNNTagger在非文学文本中表现最好,突出了对特定风格的标签选择的需求.
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.
- 斯拉夫语言学的语言学
背景情况:
- 形态标签对于理解句子结构和单词关系至关重要.
- 像斯洛伐克语这样的高度曲的语言,由于单词的模两可,对自动标记提出了重大挑战.
研究的目的:
- 为了比较六种不同的自动标记器对斯洛伐克语的准确性.
- 为了确定文学和非文学斯洛伐克文本类型的最有效的标记器.
- 评估文本风格对标记器性能的影响.
主要方法:
- 对六种不同的自动形态标记器的评估.
- 在文学和非文学斯洛伐克文献中对标签精度的比较分析.
- 在9个标签组位置进行评估,以识别性能变化.
主要成果:
- 对于文学文本,UDPipe2在9个标签位中的7个表现出色.
- 对于非文学文本,RNNTagger在9个标签位置中的8个中取得了最高的表现.
- 一般来说,RNNTagger最能捕捉到斯洛伐克语的曲折,而UDPipe2对文学文本的准确性更高.
结论:
- 区分文学和非文学文本对于选择最佳标记器是有益的.
- 虽然RNNTagger是一个强大的一般选择,但UDPipe2为文学斯洛伐克语提供了更高的准确性.
- 这项研究强调了各种标记器对折叠语言的适用性,尽管数据集的局限性.
更多相关视频
相关概念视频
Structural Classification of Joints
3.3K
Joints, also known as articulations, are classified based on their structural characteristics, i.e., based on whether the articulating surfaces of the adjacent bones are directly connected by fibrous connective tissue or cartilage, or whether the articulating surfaces contact each other within a fluid-filled joint cavity. These differences serve to divide the joints of the body into three structural classifications.
A fibrous joint is where the adjacent bones are united by fibrous connective...
A fibrous joint is where the adjacent bones are united by fibrous connective...
3.3K
Tagging and Fusion Proteins
6.6K
Proteins are involved in several cellular processes and biochemical reactions. Analyzing a specific protein of interest requires it to be isolated from the other proteins in the cell. This is achieved by overexpressing the specific gene in a suitable host to produce large quantities of the target protein. A tag or label is recombined with the gene to produce a fusion protein containing the target protein and the tag. The tags on these fusion proteins can then be used for easy detection and...
6.6K
Functional Classification of Joints
4.0K
Functional Classification of Joints
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An...
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An...
4.0K
Stereotype Content Model
14.7K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.7K
Isomerism
18.3K
Isomers are molecules with the same molecular formula but different structural arrangements. Isomers can be further classified into constitutional isomers and stereoisomers. Constitutional isomers differ in the connectivity of their constituent atoms. For example, 2-butanol and diethyl ether are constitutional isomers, as they have the same chemical formula, C4H10O, but differ in the connectivity of the carbon and oxygen atoms. Constitutional isomers have different physical and chemical...
18.3K
Information Processing Approach
33
The information-processing theory of cognitive development centers on fundamental mental processes, including attention, memory, and problem-solving skills. Researchers in this field examine how cognitive abilities, such as working memory, evolve and influence children's overall development. Studies indicate that children with stronger working memory tend to excel in reading comprehension, math, and problem-solving compared to peers with less efficient memory skills. Low working memory is...
33


