The Effect of Adding Authorship Knowledge in Automated Text Scoring

机译：添加作者知识在自动文本评分中的作用

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Some language exams have multiple writing tasks. When a learner writes multiple texts in a language exam, it is not surprising that the quality of these texts tends to be similar, and the existing automated text scoring (ATS) systems do not explicitly model this similarity. In this paper, we suggest that it could be useful to include the other texts written by this learner in the same exam as extra references in an ATS system. We propose various approaches of fusing information from multiple tasks and pass this authorship knowledge into our ATS model on six different datasets. We show that this can positively affect the model performance in most cases.

机译：有些语言考试有多项写作任务。当学习者在语言考试中写多个文本时，这些文本的质量趋于相似并不奇怪，并且现有的自动文本评分（ATS）系统没有明确为这种相似性建模。在本文中，我们建议将由该学习者撰写的其他教科书包含在同一考试中，作为ATS系统中的其他参考文献可能会很有用。我们提出了多种方法来融合来自多个任务的信息，然后将作者身份知识传递给六个不同数据集的ATS模型。我们表明，在大多数情况下，这可以对模型性能产生积极影响。

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来源
《Thirteenth workshop on innovative use of NLP for building educational applications 2018》|2018年|305-314|共10页
会议地点 New Orleans(US)
作者
Meng Zhang; Xie Chen; Ronan Cummins; Oistein Andersen; Ted Briscoe;
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ALTA Institute, Department of Computer Science and Technology, University of Cambridge, UK;

Department of Engineering, University of Cambridge, UK;

ALTA Institute, Department of Computer Science and Technology, University of Cambridge, UK;

ALTA Institute, Department of Computer Science and Technology, University of Cambridge, UK;

ALTA Institute, Department of Computer Science and Technology, University of Cambridge, UK;

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1. Toward Automated Multi-trait Scoring of Essays: Investigating Links among Holistic, Analytic, and Text Feature Scores [J] . WONG-WON LEE, CLAUDIA GENTILE, ROBERT KANTOR Applied linguistics . 2010,第3期

机译：实现论文的多特征自动评分：调查整体，分析和文本特征评分之间的联系
2. Toward Automated Multi-trait Scoring of Essays: Investigating Links among Holistic, Analytic, and Text Feature Scores [J] . Applied Linguistics . 2010,第3期

机译：实现论文的多特征自动评分：调查整体，分析和文本特征评分之间的联系
3. AuthorReward: increasing community curation in biological knowledge wikis through automated authorship quantification [J] . Lin Dai, Ming Tian, Jiayan Wu, Bioinformatics . 2013,第14期

机译：AuthorReward：通过自动作者数量量化来增加生物知识Wiki中的社区管理
4. The Effect of Adding Authorship Knowledge in Automated Text Scoring [C] . Meng Zhang, Xie Chen, Ronan Cummins, Conference on the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . 2018

机译：添加作者知识在自动文本评分中的效果
5. Automating semantic markup of semi-structured text via an induced knowledge base: A case study using floras [D] . Cui, Hong. 2005

机译：通过归纳知识库自动实现半结构化文本的语义标记：使用菌群的案例研究
6. Automated Sleep Scoring with Human Supervision Adds Value Compared with Human Scoring Alone: A reply to Zammit G. K. Insufficient evidence for the use of automated and semi-automated scoring of polysomnographic recordings. SLEEP 2008:31;449–50 [O] . Vladimir Svetnik, Junshui Ma, Keith A. Soper, 2008

机译：与单独的人类评分相比具有人类监督的自动睡眠评分可增加价值：赞米特·K·K（Zammit G. K.）的回复。睡眠2008：31; 449–50
7. Automated Sleep Scoring with Human Supervision Adds Value Compared with Human Scoring Alone: A reply to Zammit G. K. Insufficient evidence for the use of automated and semi-automated scoring of polysomnographic recordings. SLEEP 2008:31;449–50 [O] . Vladimir Svetnik, Junshui Ma, Keith A. Soper, 2008

机译：与人类监督的自动睡眠评分增加了与人类得分相比的价值：对Zammit G. K的回复。使用自动和半自动化的多仪表录制的自动化和半自动评分的证据不足。睡眠2008：31; 449-50

The Effect of Adding Authorship Knowledge in Automated Text Scoring

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