3.1. Participants
Volunteers (N=129, 65 males and 64 females; aged between 19 and 29, median age 20, mean age 22.14), who are all Chinese majors, were recruited from among undergraduate international students at a language university, and they had been learning Chinese for approximately 2 years, including before and after coming to China. Among them, 65 subjects were from 4C countries (43 males and 22 females), and 64 were from N4C countries (27 males and 37 females). Among those who took the listening proficiency test, 64 participated in the follow-up behavioral experiment (N=30 from the 4C, 16 males and 14 females and N=34 from the N4C, 13 males and 21 females).
The subjects are all from Asian countries, including Japan, South Korea, North Korea, and Vietnam, which belong to the 4C; and the N4C countries of the United Arab Emirates, Pakistan, Kazakhstan, Kyrgyzstan, Laos, Malaysia, Mongolia, Bangladesh, Nepal, Thailand, Turkey, Uzbekistan, Syria and Indonesia. All subjects were right-handed, except for one male from Thailand who was left-handed. The subjects had normal or corrected vision. Participants were given the opportunity to practice before each behavioral experimental task to familiarize themselves with the experimental process and precautions. The subjects received a corresponding reward after the experiment.
3.2. Measurement
There are two measurement tools and tow questionnaires used in this study. One is a pen-and-paper test called the Chinese Listening Proficiency Test (CLPT), which measures participants' listening skills in Chinese. Another is a series of behavioral experiments, in which two behavioral experiments are used to measure two subcomponents of WM: EWM and PWM. Four other behavioral experiments were adapted from the corresponding MLAT section to measure two subcomponents related to phonetics in language aptitude: phonetic coding ability and rote memory. One questionnaire is the Edinburgh Left Hand Hander Questionnaire51, and another is the Language History Questionnaire (LHQ3.0)52.
Chinese Listening Proficiency Test (CLPT). CLPT is the paper-and-pencil test, which is made from the listening section of the Test of Practical Chinese (C. TEST) produced by HSK Center (HSK Center is short for Hanyu Shuiping Kaoshi Center, which means Chinese Proficiency Test Center) in Beijing Language and Culture University. C.TEST is designed to test the ability of foreigners whose mother tongue is not Chinese to actually use Chinese in their daily work and social life53. Its main purpose is to test the examinees' proficiency in using Chinese in the international exchange environment of business, trade, culture, education, etc., and to give authoritative recognition to the examinees' Chinese practical application ability. The concept of C.TEST is to achieve a comprehensive assessment of Chinese listening, speaking, reading and writing. Therefore, C.TEST series include paper-and-pencil test and oral interview. The former test is divided into different levels, namely entry level (G level), elementary levels (E-F levels), intermediate and advanced levels (A-D levels). These levels are more difficult than the 1-6 levels of the new HSK. Generally speaking, the E-F levels are suitable for candidates who have studied 400-600 hours of Chinese, while the A-D levels are suitable for candidates who have studied Chinese for 1000-2000 hours (or more).
We chose two sets from the original volumes, the Junior Volume J06EF01 and the Advanced Volume J06AD01. The reason why we chose these two sets of tests is that among all the tests whose quality has been reported and analyzed by the HSK Center (HSK Center means Chinese Proficiency Test Center), the listening section of the two sets of tests is of the best quality. These two sets of tests have a good distinction degree and high reliability coefficient (α coefficient is approximately 0.95) of the whole volume. The Chinese listening test has 60 questions with moderate difficulty (between 0.40-0.82) and good distinction (the value of the point biserial correlation is greater than 0.30). Both the BI-group and H-group can be measured on the same scale. In terms of scoring, the 0 and 1 scoring methods are adopted. A wrong answer is scored as 0 points, and a correct answer is scored as 1 point. The full score is 60 points. It takes approximately 50 minutes to complete the test (45 minutes for listening part and approximately 5 minutes for filling in name, grade, nationality and gender information). The Chinese Listening Test was structured into five parts, as shown in the following table (Table 1).
Table 1. The structure of Chinese listening test (N=60).
Parts
|
Item number of each part
|
Part1 Choose the correct pronunciation
|
6
|
Part2 Look at the picture and answer the questions
|
9
|
Part3 Reply after listening
|
15
|
Part4 Listen to the short dialogue and answer the questions
|
9
|
Part5 A long conversation or speech
|
21
|
Behavioral Experiment Tasks (BET). Another type of measurement tool in this research consists of six behavioral experimental tasks realized by E-prime 3. On the basis of a large amount of study and analysis, we used or developed nine auditory-related aptitude tests and working memory tests in pretests. According to the pre-experimental results, six formal tasks with good effects, showing significant positive correlations with the Chinese listening level of the learners, were finally determined. Three tasks that had no correlation with learners' Chinese listening level were deleted, and they are tasks developed to measure working memory updating54, the classic Stroop task, and the switching numbers task developed by A. Linck et al.8. The remaining six tasks for the formal behavior experiment are as follows:
(1) Number Recognition (NR), developed from the first part of MLAT, which is designed to measure the inductive language learning ability as well as RMA, 60 points.
(2) Sound-Symbol Association (SSA), developed from the second part of the MLAT, to measure the PCA and the ability to distinguish Chinese initials, finals and tones, a total of 30 points.
(3) Operation Span (OS), developed by the Attention & Working Memory Lab team of the School of Psychology (Georgia Institute of Technology) in the United States55 and translated into Chinese by Dr. GaoXing Mei, School of Psychology, Guizhou Normal University, 75 points.
(4) Paired Associates (PA), adapted from the fifth part of MLAT, measures the learner's RMA to quickly and effectively form a phonetic connection between words and shapes and to memorize them. A total of 24 points.
(5) Selecting Chinese with the same-initials (SCS), based on the design principle of the third part of MLAT, is also supposed to measure the PCA, which first needs to realize the access between pronunciation and glyph, then find the relevant matching characterization, and finally output the sound, glyph and meaning simultaneously. 50 points.
(6) The non-word span task (NWS), developed from the non-word span task developed to measure phonological short-term memory56, with a total of 105 points.
The components of LA and WM measured in BLW and the tests used to measure them are listed in Table 2.
Table 2. BLW constructs and measures.
No.
|
Abbr.
|
Task name/Measure
|
Construct
|
1
|
NR
|
Number Recognition
|
LA (inductive language learning)
|
2
|
SSA
|
Sound-Symbol Association
|
LA (phonetic coding ability)
|
3
|
OS
|
Operation Span
|
WM (executive functioning/EWM)
|
4
|
PA
|
Paired Associates
|
LA (rote memory ability)
|
5
|
SCS
|
Selecting Chinese with the same-initials
|
LA (phonetic coding ability)
|
6
|
NWS
|
Non-word span task
|
WM (phonological short-term memory/PWM)
|
In short, the third and sixth tasks measure WM, and the other four tasks measure learners' LA related to phonology or memory. The scoring method for these six is the same as the CLPT.
All six tasks are presented on a laptop computer. And the Chinese characters of them were presented in Song style, number 39, and then PowerPoint was used to make JPG images with black characters on a white background. The images were imported into the E-prime 3 program and presented in the center of the white screen, with a test distance of approximately 80 cm. All the sound materials were recorded in a soundproof recording studio by a female speaker with a Mandarin level 1 Grade B. Each sound material was read three times, and the sound files formed by the second reading were selected as the experimental materials. All the sound materials were edited with the open source and free audio processing software Audacity2.0 for noise reduction, variation and other processing, and sound files with 44.1 kHz sampling frequency and 16-bit resolution were formed. The average strength of the material was standardized to 70 dB. The processed sound files were imported into the Eprime1.1 experimental program. All six behavioral experiments were designed as keystroke response tasks.
Language History Questionnaire (LHQ). Twenty-three items were used in LHQ3.0 to collect three indexes based on participants’ background: proficiency, usage and dominance related to their first and second languages. The calculation formula is as follows:
![](data:image/png;base64,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)
Here, i refers to the ith language, j refers to the jth language component. {R, L, W, S} refers to the reading, listening, writing and speaking language components in turn. ωj denotes the weight assigned to the jth language component. Pi,j represents the self-rated proficiency of the subjects in the jth language component of their ith language. Age refers to the current age of the subject. AOAi,j refers to the age at which the subject starts to use the jth language components of the ith language. YoUi refers to the total number of years the subject has spoken the ith language. Hi,j refers to the amount of time a subject spends on the jth component of his ith language per day. There are two constants in formula (3): K and 1/2, where K is a constant and the value in this formula is 16, because adults typically sleep eight hours a day and up to 16 hours for other activities, including speaking multiple languages. In each formula, the same letter means the same thing.
3.3. Procedure
The CLPT was conducted in a special voice lab at the Beijing Language and Culture University, adapting the external audio playback. The researcher administered this test, implementing a unified instruction and operation process. The number of participants ranged from 2-20 people at a time. All tests were administered within half a month. After that, the test papers were uniformly scored.
These participants were divided into groups according to their CLPT scores, and then they were contacted one by one to participate in the latter BET. All the data were collected within a month.
In the formal test, the order of completion of each BET was random. After each task, the participants could choose whether or not to take a break for 1-2 minutes. The average times were different from the BI and H groups. Specifically, the BI group averaged approximately 55 minutes, while the H group averaged approximately 45 minutes.
The participants were also required to complete the two questionnaires immediately after completing the BET.
3.4. Data analysis
After the experiment, E-prime software was used for offline BET analysis, and then Excel 2016 and SPSS 20 were used for data collection and statistical analysis.