Readability Assessment for Chinese L2 Sentences: An Extended Knowledge base and Comprehensive Evaluation Model-based Method

The paper assesses sentence readability based on the standards in the field of Chinese L2 teaching. In view of the inapplicability of the field standards in text readability assessment, the study focuses on two aspects. On the one hand, the graded lexicon of the HSK syllabus is extended to obtain a large-scale graded lexical knowledge base. On the other hand, sentence-based features in the existing teaching grammatical knowledge base are supplemented to achieve the automatic recognition of grammatical points and obtain quantitative grammatical indicators regarding sentence readability. Besides, based on the extended knowledge bases, comprehensive evaluation models are created to calculate the lexical and grammatical difficulties of sentences, as well as the sentence readability. The results of experiments show that the sentence readability is well differentiated in all levels of texts. Furthermore, the correlation between sentence readability and text readability is significantly improved in comparison with existing methods.

[1]  Folkert Kuiken,et al.  Cognitive Task Complexity and Written Output in Italian and French as a Foreign Language. , 2008 .

[2]  J. G. Barry Computerized readability levels , 1980, IEEE Transactions on Professional Communication.

[3]  Vahid Aryadoust,et al.  Does EFL Readers' Lexical and Grammatical Knowledge Predict Their Reading Ability? Insights From a Perceptron Artificial Neural Network Study , 2016 .

[4]  J. Hartley Reading, Writing, Speaking and Listening: Perspectives in Applied Linguistics , 2007 .

[5]  Zhijuan Wang,et al.  The application of readability formulas for the Tibetan teaching textbooks , 2016 .

[6]  Maosong Sun,et al.  Sentence difficulty evaluation for a learner's dictionary , 2005, 2005 International Conference on Natural Language Processing and Knowledge Engineering.

[7]  Richard Johansson,et al.  Rule-based and machine learning approaches for second language sentence-level readability , 2014, BEA@ACL.

[8]  Jihua Song,et al.  Automatic extraction and recommendation of Grammar Points in L2 Chinese , 2016, 2016 International Conference on Asian Language Processing (IALP).

[9]  Nikolay Karpov,et al.  Single-Sentence Readability Prediction in Russian , 2014, AIST.

[10]  Jihua Song,et al.  Text Readability Assessment for Chinese Second Language Teaching , 2019, CLSW.

[11]  Xiaofei Lu,et al.  Automatic analysis of syntactic complexity in second language writing , 2010 .

[12]  Walt Detmar Meurers,et al.  Linking text readability and learner proficiency using linguistic complexity feature vector distance , 2019, Computer Assisted Language Learning.

[13]  Jihua Song,et al.  Construction and Analysis of Chinese Word-Formation Knowledge Base Based on Modern Chinese Dictionary , 2020 .

[14]  Barohny Eun The zone of proximal development as an overarching concept: A framework for synthesizing Vygotsky’s theories , 2019 .

[15]  Ute Knoch,et al.  Does the writing of undergraduate ESL students develop after one year of study in an English-medium university? , 2014 .

[16]  Dongbo Zhang Vocabulary and Grammar Knowledge in Second Language Reading Comprehension: A Structural Equation Modeling Study , 2012 .

[17]  J. Norris,et al.  Towards an Organic Approach to Investigating CAF in Instructed SLA: The Case of Complexity , 2009 .

[18]  Jihua Song,et al.  Construction of the basic sentence-pattern instance database based on the international Chinese textbook Treebank , 2016, 2016 International Conference on Asian Language Processing (IALP).

[19]  Zahra Akbari,et al.  The Role of Grammar in Second Language Reading Comprehension: Iranian ESP Context , 2014 .

[20]  Kui Xu,et al.  Multiple flood vulnerability assessment approach based on fuzzy comprehensive evaluation method and coordinated development degree model. , 2018, Journal of environmental management.

[21]  Dinh Dien,et al.  A New Formula for Vietnamese Text Readability Assessment , 2018, 2018 10th International Conference on Knowledge and Systems Engineering (KSE).

[22]  Hitoshi Isahara,et al.  APPLICABILITY OF READABILITY FORMULAE TO THE MEASUREMENT OF SENTENCE-LEVEL READABILITY , 2012 .

[23]  Judit Kormos,et al.  Task complexity and linguistic and discourse features of narrative writing performance , 2011 .

[24]  G. Harry McLaughlin,et al.  SMOG Grading - A New Readability Formula. , 1969 .

[25]  M. Burkhead,et al.  Sample Frequency in Application of Dale-Chall Readability Formula , 1977 .

[26]  J. M. L. Williamson,et al.  Analysis of patient information leaflets provided by a district general hospital by the Flesch and Flesch–Kincaid method , 2010, International journal of clinical practice.

[27]  Kuo-En Chang,et al.  Leveling L2 Texts Through Readability: Combining Multilevel Linguistic Features with the CEFR , 2015 .

[28]  Rohit J. Kate,et al.  Learning to Predict Readability using Diverse Linguistic Features , 2010, COLING.

[29]  Peter A. Bath,et al.  An assessment of the quality of information on stroke and speech and language difficulty web sites , 2013, J. Inf. Sci..