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Using Analytic Scoring Rubrics in the Automatic Assessment of College-Level Summary Writing Tasks in L2 (CROSBI ID 673927)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Sladoljev-Agejev, Tamara ; Šnajder, Jan Using Analytic Scoring Rubrics in the Automatic Assessment of College-Level Summary Writing Tasks in L2 // Proceedings of the Eighth International Joint Conference on Natural Language Processing (Volume 2: Short Papers) / Kondrak, Greg ; Watanabe, Taro (ur.). Taipei: Asian Federation of Natural Language Processing, 2017. str. 181-186

Podaci o odgovornosti

Sladoljev-Agejev, Tamara ; Šnajder, Jan

engleski

Using Analytic Scoring Rubrics in the Automatic Assessment of College-Level Summary Writing Tasks in L2

Assessing summaries is a demanding, yet useful task which provides valuable information on language competence, especially for second language learners. We consider automated scoring of college-level summary writing task in English as a second language (EL2). We adopt the Reading- forUnderstanding (RU) cognitive framework, extended with the Reading-to-Write (RW) element, and use analytic scoring with six rubrics covering content and writing quality. We show that regression models with reference- based and linguistic features considerably outperform the baselines across all the rubrics. Moreover, we find interesting correlations between summary features and analytic rubrics, revealing the links between the RU and RW constructs.

summary writing, analytic scoring, reference-based features, linguistic features

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Podaci o prilogu

181-186.

2017.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the Eighth International Joint Conference on Natural Language Processing (Volume 2: Short Papers)

Kondrak, Greg ; Watanabe, Taro

Taipei: Asian Federation of Natural Language Processing

978-1-948087-01-8

Podaci o skupu

The Eighth International Joint Conference on Natural Language Processing

ostalo

27.11.2017-01.12.2017

Taipei, Tajvan

Povezanost rada

Računarstvo, Kognitivna znanost (prirodne, tehničke, biomedicina i zdravstvo, društvene i humanističke znanosti)

Poveznice