使用自然语言处理和微任务众包资源创建和验证学术知识图表
Allard Oelen1, Markus Stocker1, Sören Auer1
1TIB - Leibniz Information Centre for Science and Technology, Hannover, Germany.
International journal on digital libraries
|July 1, 2024
概括
TinyGenius通过使用众包微任务来验证自然语言处理 (NLP) 提取的学术知识. 这种方法提高了学术知识图的准确性,尽管参与者在不同的验证任务中达成不同的协议.
科学领域:
- 计算机科学 计算机科学
- 信息科学 信息科学 信息科学
- 学术传播学术交流
背景情况:
- 越来越多的学术出版物需要有效的知识发现和组织方法.
- 学术知识图提供了一个结构化,机器可读的格式来组织研究结果.
- 目前用于知识提取的自然语言处理 (NLP) 方法缺乏高质量的数据所需的细节性和准确性.
研究的目的:
- 介绍TinyGenius,一种用于使用众包微任务验证NLP提取的学术知识陈述的方法.
- 使用五种不同的NLP方法,以验证的知识填充以纸为中心的知识图.
- 为了提高学术知识图表中的数据的准确性和细分性.
主要方法:
- 开发和应用TinyGenius方法来验证NLP提取的知识.
- 利用众包进行基于微任务的学术知识声明的验证.
- 使用五种不同的NLP提取技术填充以纸为中心的知识图.
主要成果:
- 通过TinyGenius的方法,成功地使用了微任务来验证NLP提取的学术知识陈述.
- 用户评估表明了微任务在语句验证方面的潜力,在不同微任务中观察到不同参与者的不同同意.
- 该研究详细讨论了NLP任务和TinyGenius框架内使用的数据模型.
结论:
- 众包微任务是验证NLP产生的学术知识的有希望的方法.
- TinyGenius方法提供了一个可扩展的解决方案,以提高学术知识图的质量.
- 进一步的研究可能将重点放在优化微任务设计上,以提高参与者之间的协议和整体验证的准确性.
相关概念视频
Ogive Graph
5.6K
An ogive graph is sometimes called a cumulative frequency polygon. It is one type of frequency polygon that shows cumulative frequency. In other words, the cumulative percentages are added to the graph from left to right. An ogive graph plots cumulative frequency on the vertical y-axis and class boundaries along the horizontal x-axis. It’s very similar to a histogram; only instead of rectangles, an ogive displays a single point where the top right of the rectangle would be. Creating this...
5.6K
Improving Translational Accuracy
2.6K
2.6K
Data Validation
5.0K
Data validation is an essential part of a comprehensive assessment. Validation is confirming or verifying and opening the door to gathering more assessment data as it clarifies vague or unclear data. The process of checking and verifying the collected information is called data validation. The primary purpose of data validation is to ensure data is as free from error, bias, and misinterpretation as possible.
Nursing assessment guides are generally based on holistic models rather than medical...
Nursing assessment guides are generally based on holistic models rather than medical...
5.0K
Proofreading
6.2K
Synthesis of new DNA molecules is carried out by the enzyme DNA polymerase, which adds nucleotides on the daughter strand complementary to the template DNA strand. DNA polymerase has a higher affinity to add the correct base and ensures fidelity during DNA replication. Furthermore, it exhibits proofreading activity during replication, using an exonuclease domain that cuts off incorrect nucleotides from the nascent DNA strand.
Errors During Replication are Corrected by the DNA Polymerase...
Errors During Replication are Corrected by the DNA Polymerase...
6.2K
The Scientific Method
226.0K
The scientific method is a detailed, empirical problem-solving process used by biologists and other scientists. This iterative approach involves formulating a question based on observation, developing a testable potential explanation for the observation (called a hypothesis), making and testing predictions based on the hypothesis, and using the findings to create new hypotheses and predictions.
Generally, predictions are tested using carefully-designed experiments. Based on the outcome of these...
Generally, predictions are tested using carefully-designed experiments. Based on the outcome of these...
226.0K
Systematic Sampling Method
10.2K
Sampling is a technique to select a portion (or subset) of the larger population and study that portion (the sample) to gain information about the population. Data are the result of sampling from a population. The sampling method ensures that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
Systematic sampling is one of the simplest methods...
Systematic sampling is one of the simplest methods...
10.2K


