Chinese Reading Comprehension Research Articles

Predictors of Chinese reading in Chinese monolingual and Chinese–English bilingual children in Mainland China

AbstractThere is a growing number of children learning to read in bilingual environments, yet research on the uniqueness of reading acquisition in these bilingual children, particularly L1 majority bilinguals, is limited. With a sample size of 690 4th-grade students, this study investigated predictors influencing L1 Chinese reading in Chinese–English bilingual children (n = 345) attending Chinese–English bilingual schools in mainland China and made comparisons with their monolingual counterparts (n = 345). The results of a multi-group path analysis revealed both similarities and differences between the two groups. In terms of Chinese reading comprehension, word reading and linguistic comprehension were significant predictors for both groups, but their relative importance differed. While there was no difference in the predictive power between the two predictors in the monolingual group, word reading held a greater contribution in the bilingual group. Regarding Chinese word reading, both morphological and orthographic awareness emerged as significant predictors in the monolingual group, whereas in the bilingual group, only morphological awareness was significant, and the contribution of phonological awareness was insignificant in either group. These findings underscore the distinct relationship between reading and its predictive constituents in bilingual students when compared to their monolingual counterparts.

The Relationships of Oral Reading Fluency at Word, Sentence, and Passage Levels and Reading Comprehension in Chinese.

This study aims to expand our understanding of the relations of oral reading fluency at word, sentence, and passage levels to reading comprehension in Chinese-speaking secondary school-aged students. In total, 80 participants (46 males and 34 females) ranging from 13 to 15 years old joined this study and were tested on tasks of oral reading fluency at three levels, reading comprehension, and nonverbal IQ. Our results showed a clear relationship from fluency at the level of the word to the sentence and then the passage in oral reading fluency as well as both the direct and indirect importance of word-level oral reading fluency in reading comprehension. Only the indirect effect from word-level oral reading fluency to reading comprehension through passage-level oral reading fluency was significant. Our findings suggest that sentence-level oral reading fluency is the crucial component to reading comprehension in Chinese. Additionally, recognition of the potential value of unique features, such as syntactic awareness and word segment accuracy, that happen at the sentence level should be integrated into instructional activities for reading.

Combining permuted language model and adversarial training for Chinese machine reading comprehension

Due to the polysemy and complexity of the Chinese language, Chinese machine reading comprehension has always been a challenging task. To improve the semantic understanding and robustness of Chinese machine reading comprehension models, we propose a model that utilizes adversarial training algorithms and Permuted Language Model (PERT). Firstly, we employ the PERT pre-training model to embed paragraphs and questions into vector space to obtain corresponding sequential representations. Secondly, we use a multi-head self-attention mechanism to extract key textual information from the sequence and employ a Bi-GRU network to semantically fuse the output feature vectors, aiming to learn deep semantic representations in the text. Finally, we introduce perturbations into the model training process. We achieve this by utilizing adversarial training algorithms such as Fast Gradient Method (FGM) and Projected Gradient Descent (PGD). These algorithms generate adversarial samples to enhance the model’s robustness and stability when facing diverse inputs. We conducted comparative experiments on the publicly available Chinese reading comprehension datasets CMRC2018 and DRCD. The experimental results show that our proposed model has achieved significant improvements in both EM and F1-Score compared to the baseline model. To validate the model’s generalization and robustness, we utilized ChatGPT to construct a scientific dataset that includes a large number of domain-specific terms, sentences with mixed Chinese and English, and complex comprehension tasks. Our model also performed remarkably well on the self-built dataset. In conclusion, the proposed model not only effectively enhances the understanding of semantic information in Chinese text but also demonstrates a certain level of generalization capability.

Effects of working memory and visual search skill on Chinese reading comprehension: examining the simple view of reading

AbstractTo investigate the longitudinal effects of two domain-general cognitive abilities, namely verbal working memory and visual search skill, on Chinese reading comprehension. To evaluate whether decoding and linguistic comprehension mediate such effects. A total of 202 first-grade Chinese-speaking children from mainland China (Mage = 86 months, SD = 4.9 months; 126 boys) completed tasks that measured verbal working memory, visual search, expressive vocabulary, morphological awareness, Chinese character recognition, and word reading fluency. One year later, they completed a passage comprehension task and a nonverbal intelligence test. Structural equation modeling was conducted with decoding and linguistic comprehension being included as latent variables and mediating factors explaining the effects of working memory and visual search. The children with better verbal working memory and visual search skill exhibited better reading comprehension performance. The effect of working memory on reading comprehension was fully mediated by linguistic comprehension (captured by vocabulary and morphological awareness) but not decoding (measured by word reading accuracy and fluency). However, decoding fully mediated the impact of visual search skill. Our findings suggest that the reading comprehension ability of beginning Chinese readers is associated with verbal working memory and visual search ability. These general cognitive abilities influence reading comprehension through distinct pathways. In line with the simple view of reading theory, decoding and linguistic comprehension skills explain such impacts. This research underlines the value of simultaneously examining general cognitive abilities and exploring their interconnectedness with linguistic skills in the context of reading comprehension.

The roles of prosody in Chinese-English reading comprehension

BackgroundDespite being an essential component of children's oral reading fluency, prosodic reading, which involves expressive changes in pitch patterns and pause durations, has not been explored in Cantonese-English bilingual children, whose first language (L1) is tonal, non-alphabetic, and whose second language (L2) is non-tonal, alphabetic. AimsThis study examined the development of prosodic reading and its within- and cross-language associations with reading comprehension among Cantonese-English bilingual children from second to third grade. SampleOne hundred and twenty-one 7-to 8-year-old Cantonese-English bilingual children completed initial testing in grade 2, with 52 tested in grade 3. MethodsProsodic reading was assessed using one Chinese and one English passage, each comprising six types of syntactic structures: declaratives, clause-final commas, yes-no questions, wh-questions, complex adjectival phrases, and quotatives. Word-reading efficiency, oral passage-reading fluency, and reading comprehension in Chinese and English were also measured. ResultsSpectrographic analyses revealed that these children were aware of language-independent functions and language-specific manifestations of pitch and pause cues within and across their L1 Chinese and L2 English. Wh question pitch contours emerged as the most robust link to reading comprehension across both languages, while a crossover effect occurred from Cantonese pitch to English reading comprehension. Shorter pauses for English declarative quotative sentences and phrase-final commas were concurrently associated with greater English reading comprehension. ConclusionsThese findings are interpreted within a new reading framework, the Prosodic Catalysing Hypothesis (PCH), which proposes that pitch and pause production can bridge prosody and syntax to facilitate reading comprehension.

Evaluation on ChatGPT for Chinese Language Understanding

ABSTRACT ChatGPT has attracted extension attention of academia and industry. This paper aims to evaluate ChatGPT in Chinese language understanding capability on 6 tasks using 11 datasets. Experiments indicate that ChatGPT achieved competitive results in sentiment analysis, summary, and reading comprehension in Chinese, while it is prone to factual errors in closed-book QA. Further, on two more difficult Chinese understanding tasks, that is, idiom fill-in-the-blank and cants understanding, we found that a simple chain-of-thought prompt can improve the accuracy of ChatGPT in complex reasoning. This paper further analyses the possible risks of using ChatGPT based on the results. Finally, we briefly describe the research and development progress of our ChatBIT.

Effects of Computer-Assisted Reading Learning System on Chinese Reading Comprehension

Effects of Computer-Assisted Reading Learning System on Chinese Reading Comprehension

Chinese heritage children learning to read characters: The effects of group reading and frequency of character exposure

Learning to read Chinese has been the main focus of Chinese heritage language education. The frequency of exposure to orthography–phonology and orthography–semantics correspondences and radical awareness play a significant role in character learning. However, limited exposure to characters in Chinese textbooks and the lack of explicit instruction on phonetic radicals have been proposed as limitations of conventional instruction methods used with Chinese heritage language learners. The current study assessed the efficacy of providing frequent character exposure in group reading activities for Chinese heritage children in their early learning to read Mandarin Chinese through a teaching method called Progressive Character Reading. The effectiveness of the teaching method on Chinese character acquisition and Chinese reading comprehension was examined through a quasi-experimental framework that compared a group of children undergoing the new teaching method (experimental group, n = 20) with a group of learners experiencing the traditional textbook-based instruction (control group, n = 20). Significant differences in gains between these two groups were found in measures of Chinese character reading, character–picture matching and Chinese sentence comprehension. These results suggest that group reading activities with frequent character exposure can increase learning for Chinese heritage language learners over that associated with conventional textbook-based instruction.

The influence of cognitive ability in Chinese reading comprehension: can working memory updating change Chinese primary school students' reading comprehension performance?

With the development of educational cognitive neuroscience, language instruction is no longer perceived as mechanical teaching and learning. Individual cognitive proficiency has been found to play a crucial role in language acquisition, particularly in the realm of reading comprehension. The primary objective of this study was to investigate two key aspects: firstly, to assess the predictive effects of the central executive (CE) on the Chinese reading comprehension scores of Chinese primary school students, and secondly, to explore the influence of CE training on the Chinese reading comprehension performance of Chinese primary school students. Chinese primary school students were recruited as participants. Experiment 1 used a Chinese N-back task, a Chinese Stroop task, and a number-pinyin conversion task to investigate the predictive effect of the CE components on Chinese reading comprehension. Experiment 2, based on the results of Experiment 1, used the Chinese character N-back training to explore the influence of updating training on Chinese reading comprehension. The findings from Experiment 1 underscored that CE had a predictive effect on Chinese reading comprehension scores. And updating had a prominent role in it. Experiment 2 revealed that the experimental group exhibited an enhancement in their updating performance following N-back training. Although the reading comprehension performance of the two groups after training did not produce significant differences in total scores, the experimental group showed maintained and higher microscopic reading comprehension scores than the control group in the more difficult post-test. In summary, this study yields two primary conclusions: (1) CE was able to predict Chinese reading comprehension scores. Updating has an important role in prediction. (2) Updating training enhances students' updating performance and positively influences students' Chinese microscopic reading comprehension performance.

Assessing the dimensionality of Chinese as a second language reading: a confirmatory factor analysis approach

Abstract Second language (L2) reading is a complex construct, and there is no consensus about its dimensionality. The investigation of the dimensionality of L2 reading ability is of great significance since it can provide important implications for teaching and testing. Understanding of the factor structure, subskills, and sub-knowledge of L2 reading is the starting point for language teachers and test developers to plan a syllabus, describe students’ reading proficiency, and develop reading assessments. This study investigated the factor structure of Chinese L2 reading, which has been less commonly studied compared to alphabetic languages. Three hypotheses derived from the literature review have been tested: 1) L2 reading is a unitary skill; 2) L2 reading is bi-divisible; 3) L2 reading is tri-divisible. A series of confirmatory factor analyses shows that the correlated three-factor model is the most appropriate for explaining the factor structure. L2 Chinese reading comprehension can be conceptualized as consisting of three inter-correlated components: lower-level decoding, interim-level textbase construction, and higher-level situation-model building. This study also explores subcomponents of each factor, highlighting Chinese-specific linguistic features and corresponding cognitive processes. Implications for future research, teaching, and testing are provided.

Retrieving Chinese Questions and Answers Based on Deep-Learning Algorithm

Chinese open-domain reading comprehension question answering is a task in the field of natural language processing. Traditional neural network-based methods lack interpretability in answer reasoning when addressing open-domain reading comprehension questions. This research is grounded in cognitive science’s dual-process theory, where System One performs question reading and System Two handles reasoning, resulting in a novel Chinese open-domain question-answering retrieval algorithm. The experiment employs the publicly available WebQA dataset and is compared against other reading comprehension methods, with the F1-score reaching 78.66%, confirming the effectiveness of the proposed approach. Therefore, adopting a reading comprehension question-answering model based on cognitive graphs can effectively address Chinese reading comprehension questions.

The Role of Executive Functions in Lexical Processing During Reading Comprehension

AbstractRobust relation has been revealed previously between the components of executive function (EF) and reading comprehension performance. However, the specific role of EF in the reading processes remains relatively underexplored. Within the framework of the lexical quality hypothesis (LQH), this study examined the contribution of EF to the lexical processing of words, and how this eventually supports reading comprehension. A total of 262 Grade 3 students in Hong Kong were assessed using multiple measures of EF, lexical processing skills (i.e. orthographic awareness, morphological awareness, and receptive vocabulary knowledge) and reading comprehension, respectively. Our findings indicate significant associations between EF and lexical processing skills, which, in turn, contributed to better reading comprehension. The results demonstrate how EF supports Chinese reading comprehension through the mediating effects of a reader's mental operation in obtaining meanings of individual words. The findings support to the notion that peripheral skills facilitate reading comprehension through more central skills.

How phonological and orthographic decoding complicates the simple view of reading in Chinese: examining mediation through listening comprehension.

Advocates of the science of reading have invoked the simple view of reading (SVR) to justify an approach that foregrounds decoding in early reading instruction. SVR describes reading comprehension as the product of decoding and listening comprehension. The current study examined the complexity of the SVR, focusing on the phonological and orthographic decoding in third-grade readers of Chinese. One hundred and forty-three students participated in this study. The measures included phonological decoding (pinyin invented spelling), orthographic decoding, listening comprehension and reading comprehension. Drawing upon regression analyses and multivariate path models, the study found that phonological decoding at both segmental and suprasegmental processing significantly predicted Chinese reading comprehension, yet a more significant effect of orthographic decoding surfaced. And the best-fitting model suggested listening comprehension was better characterized as a mediator rather than a covariance with decoding component in the decoding-reading relation when orthographic decoding was incorporated into decoding component to evaluate the validity of the SVR in Chinese. The results imply that orthographic decoding is a legitimate decoding component and that the two decoding constructs alone are insufficient for higher-level reading ability (reading comprehension) since the contribution appears to be mediated through the path route of oral language capacity (indexed by listening comprehension). This enriches the current understanding of the SVR in non-alphabetic languages and indicates that decoding training on both phonological and orthographic dimension should be highlighted in early Chinese reading instruction.

Contributions of cognitive flexibility to reading comprehension in chinese beginning readers

Contributions of cognitive flexibility to reading comprehension in chinese beginning readers

Speech Prosody and Reading Comprehension in Chinese-English Bilingual Children: The Mediating Role of Syntactic Awareness.

Although children's prosodic sensitivity links with their reading comprehension, the factors affecting this link remain unclear. By simultaneously measuring first language (L1) Chinese and second language (L2) English prosodic sensitivity and reading comprehension, this study examined the mediating role of syntactic awareness on prosody-reading comprehension among Hong Kong Chinese-English bilingual children. A group of 227 Hong Kong Chinese-English bilingual fourth graders completed L1 and L2 prosodic sensitivity (Cantonese lexical tone awareness and English prosodic sensitivity), syntactic awareness, and reading comprehension and control measures of cognitive (nonverbal IQ, short-term memory, and working memory), metalinguistic (phonological awareness and morphological awareness), linguistic (vocabulary knowledge), and word reading skills. The within-language analyses showed a partial mediation effect of Chinese syntactic awareness on the relation between Cantonese lexical tone awareness and Chinese reading comprehension, but a full mediation effect of English syntactic awareness on the relation between English prosodic sensitivity and English reading comprehension. The cross-language analyses revealed a significant direct effect of Cantonese lexical tone awareness on English reading comprehension and a significant indirect effect of English prosodic sensitivity on Chinese reading comprehension via Chinese syntactic awareness. These findings suggest that, despite the language-independent mediating role of syntactic awareness in bridging prosody and reading comprehension, the degree of this mediation is shaped by language-specific prosody and its relations with other linguistic structures, including semantics.

Different aspects of vocabulary depth knowledge in L2 Chinese reading comprehension: Comparing higher‐ and lower‐proficiency readers

AbstractGrammatical and vocabulary knowledge (i.e., breadth and depth) are widely acknowledged as key predictors of reading comprehension in a second language (L2). However, it remains unclear how different aspects of vocabulary depth may independently contribute to L2 reading comprehension and how learners' proficiency may moderate the relative contributions of vocabulary knowledge. Based on the Lexical Quality Hypothesis and the Reading Systems Framework, this study investigated 238 L2 Chinese learners who were college‐level students in China, using a set of reading‐related tasks. The results showed that (1) vocabulary breadth and grammatical knowledge independently contributed to L2 reading comprehension with grammatical knowledge being a more deciding factor; (2) different aspects of vocabulary depth (i.e., polysemy and synonymy), over and above vocabulary breadth and grammatical knowledge, played an independent role; and (3) more importantly, lower‐proficiency learners relied more on vocabulary breadth whereas higher‐proficiency learners made more use of vocabulary depth during text‐level comprehension.

Diagnosing Primary Students’ Reading Progression: Is Cognitive Diagnostic Computerized Adaptive Testing the Way Forward?

Cognitive diagnostic computerized adaptive testing (CD-CAT) is a cutting-edge technology in educational measurement that targets at providing feedback on examinees’ strengths and weaknesses while increasing test accuracy and efficiency. To date, most CD-CAT studies have made methodological progress under simulated conditions, but little has applied CD-CAT to real educational assessment. The present study developed a Chinese reading comprehension item bank tapping into six validated reading attributes, with 195 items calibrated using data of 28,485 second to sixth graders and the item-level cognitive diagnostic models (CDMs). The measurement precision and efficiency of the reading CD-CAT system were compared and optimized in terms of crucial CD-CAT settings, including the CDMs for calibration, item selection methods, and termination rules. The study identified seven dominant reading attribute mastery profiles that stably exist across grades. These major clusters of readers and their variety with grade indicated some sort of reading developmental mechanisms that advance and deepen step by step at the primary school level. Results also suggested that compared to traditional linear tests, CD-CAT significantly improved the classification accuracy without imposing much testing burden. These findings may elucidate the multifaceted nature and possible learning paths of reading and raise the question of whether CD-CAT is applicable to other educational domains where there is a need to provide formative and fine-grained feedback but where there is a limited amount of test time.

Differential effects of reading strategy intervention for three levels of comprehenders: Focus on text comprehension and autonomous reading motivation

The present study aimed to explore whether reading strategy intervention directed by the principle of gradual release of responsibility (GRR) improves students' Chinese reading comprehension and autonomous reading motivation (ARM) and whether the intervention effectiveness varies for low, average, and high levels of comprehenders in secondary schools. A 2 × 2 crossover experimental intervention was set up, involving 1688 students from 30 classes of six lower secondary schools in China. They were randomly assigned to exposure to GRR-directed reading strategy intervention and then conventional reading instruction, or in reverse order. Students in the experimental phase received GRR-directed reading strategy instruction for 18 class sessions, whereas those in the control phase received conventional reading instruction in equal time. Hierarchical data collected at pretest, posttest, and follow-up test were analyzed with multilevel modeling. The results indicated that GRR-directed reading strategy instruction significantly improved students' Chinese reading comprehension and ARM. However, this teaching approach facilitated low, average, and high levels of comprehenders to significantly different extents. During the intervention, low-level comprehenders made greater progress in reading comprehension and ARM than average-level comprehenders, while average-level comprehenders made greater progress than high-level comprehenders. These findings suggest that an in-depth understanding of the effectiveness of GRR-directed reading strategy intervention requires consideration of different levels of comprehenders. Implications for reading teaching practice are discussed.

The role of linguistic and cognitive skills in reading Chinese as a second language: A path analysis modeling approach.

This study examined the role of basic linguistic skills (vocabulary, syntax, orthography, and morphological awareness), basic cognitive skills (working memory), and higher-order cognitive skills (inference making and reading monitoring) in reading Chinese as a second language (L2). A total of 252 international students from Pakistan, Indonesia, Malaysia, and Laos were recruited, and a range of measures including a Chinese reading comprehension test (HSK level 3), four linguistic knowledge tests on Chinese lexical, syntactic, and orthographic knowledge as well as morphological awareness, a reading span test, an inference making task, and an inconsistency detection test. The results of hierarchical multiple regressions showed that the measured linguistic skills and cognitive skills explained 80% of the variances in L2 Chinese reading, among which morphological awareness made the largest contribution. The path analysis revealed that linguistic skills and working memory contributed indirectly to reading comprehension via inference making and comprehension monitoring, while the two higher-order cognitive skills made direct contributions. Overall, this study demonstrates that inference making and comprehension monitoring contributed directly to reading comprehension, while linguistic skills and working memory functioned indirectly via the higher-order cognitive skills It also highlights the importance of morphological awareness in a hierarchical model of L2 Chinese reading.

Unpacking the relation between morphological awareness and reading comprehension in Chinese children.

Morphological awareness is an essential ability for successful reading. This study aimed to explore the contribution of morphological awareness to reading comprehension (RC) in Chinese. Particularly, this study sought to determine whether the relation between morphological awareness and RC differs across various facets of morphological awareness (homophone awareness, homonym awareness, and compounding awareness), grades, or ability levels. A total of 148 Chinese students were evaluated on a battery of tests from third to sixth grade. Multiple regression analyses were used to examine the unique roles of homophone, homonym, and compounding awareness on RC in different grades. Quantile regression analyses were conducted to investigate the more or less influences of facets of morphological awareness on RC across the ability range. A series of multiple and quantile regressions revealed that (1) compounding awareness rather than homophone awareness and homonym awareness, directly and uniquely explained the development of RC, (2) the effect of compounding awareness on RC increased with grade level, and (3) the contribution of compounding awareness to RC decreased as children move from poor to better readers. The findings reveal a developmental shift in the relation between morphological awareness and RC, as well as clarify when and for whom to enhance which facet of morphological awareness is particularly important.