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What’s in a profile? Investigating linguistic features of L2 writing at advanced CEFR levels 简介里有什么?研究高级CEFR水平的第二语言写作的语言特征
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2026-01-22 DOI: 10.1016/j.jslw.2026.101284
Anthony Becker , Tatiana Nekrasova-Beker
Although many studies have examined the relationship between individual linguistic features and L2 writing quality (e.g., Biber & Gray, 2013; Crossley & McNamara, 2012; Grant & Ginther, 2000), fewer have investigated how features co-occur to form distinct profiles in highly successful writing (see Friginal et al., 2014, Jarvis et al., 2003). Adopting a profile-based approach, this study explores patterns of co-occurring linguistic features in advanced L2 writing. A total of 925 argumentative essays rated at CEFR C1 or C2 were drawn from the International Corpus of Learner English (ICLE v3) and analyzed using cluster analysis on 25 linguistic features. The analysis produced a three-cluster solution, each defined by unique combinations of lexical, phrasal, and clausal features. The resulting profiles demonstrate that advanced-level success can be achieved through multiple pathways: a stance-oriented style emphasizing hedging and impersonality, an accessible narrative-like style highlighting engagement and personal voice, and a dense informational style marked by nominalizations and complex noun phrases. These findings underscore the value of the profile approach and highlight multiple linguistic routes to high-quality writing. Pedagogical and assessment implications include moving beyond singular models of writing quality to recognize stylistic diversity among advanced L2 writers.
尽管许多研究已经考察了个体语言特征与第二语言写作质量之间的关系(例如,Biber & Gray, 2013; Crossley & McNamara, 2012; Grant & Ginther, 2000),但很少有研究调查了这些特征是如何共同出现的,从而在非常成功的写作中形成独特的特征(参见Friginal等人,2014;Jarvis等人,2003)。本研究采用基于档案的方法,探讨高级二语写作中共同出现的语言特征模式。从国际英语学习者语料库(ICLE v3)中抽取了925篇CEFR C1或C2等级的议论文,并对25个语言特征进行了聚类分析。分析产生了一个三聚类解决方案,每个聚类都由词汇、短语和小句特征的独特组合来定义。结果表明,高级水平的成功可以通过多种途径实现:以立场为导向的风格强调模棱两可和客观,易于理解的叙事性风格强调参与和个人声音,以及以名词化和复杂名词短语为标志的密集信息风格。这些发现强调了概况方法的价值,并强调了高质量写作的多种语言途径。教学和评估的意义包括超越单一的写作质量模型,认识到高级二语作家的风格多样性。
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引用次数: 0
An inquiry into Grammarly’s precision and recall: A comparative study with human annotators 语法的准确性与记忆:与人类注释者的比较研究
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2026-01-22 DOI: 10.1016/j.jslw.2026.101283
Svetlana Koltovskaia , Hooman Saeli , Payam Rahmati
The present study aimed to investigate Grammarly’s precision and recall using a corpus of 53 samples of argumentative writing. The analysis of Grammarly’s error flaggings and corrections led to the development of a coding scheme in which various error types and error categories were identified. Next, these flaggings and corrections were tallied, and comparatively, juxtaposed with a coding scheme developed by two human annotators. The analysis of Grammarly’s performance regarding precision (i.e., error detection and correction) shows that the system was highly accurate in providing corrections for the flagged errors. However, further analysis showed that Grammarly’s recall rate was 51 %, which means that the tool failed to identify almost half of the sentence-level issues identified by the human annotators. Overall, the results suggest that, while Grammarly is highly precise in correcting the errors it flags, this system cannot effectively identify many errors second language (L2) learners may make in their writing. These results suggest that Grammarly has the potential to serve as a supplementary tool and an additional source of corrective feedback in the L2 writing classroom. However, its low recall rate should be brought to their attention, as this could have detrimental effects on their writing quality.
本研究旨在调查语法的准确性和召回使用53个样本议论文写作语料库。对Grammarly的错误标记和更正的分析导致了一种编码方案的发展,其中识别了各种错误类型和错误类别。接下来,对这些标记和更正进行统计,并与由两名人类注释者开发的编码方案进行比较。对Grammarly在精度(即错误检测和纠正)方面的性能的分析表明,该系统在为标记的错误提供纠正方面是非常准确的。然而,进一步的分析表明Grammarly的召回率为51% %,这意味着该工具无法识别人类注释者识别的几乎一半的句子级问题。总的来说,结果表明,虽然Grammarly在纠正其标记的错误方面非常精确,但该系统无法有效识别第二语言学习者在写作中可能犯的许多错误。这些结果表明,Grammarly有潜力作为第二语言写作课堂的补充工具和纠正反馈的额外来源。然而,它的低召回率应该引起他们的注意,因为这可能会对他们的写作质量产生不利影响。
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引用次数: 0
Development of syntactic complexity in Chinese EFL learners across two proficiency levels and two written genres 两种熟练程度和两种写作体裁下中国英语学习者句法复杂性的发展
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2026-01-14 DOI: 10.1016/j.jslw.2026.101282
Zhihong Wang , Xiaofei Lu
This study examined the effects of time, genre, and their interaction on large- and fine-grained syntactic complexity (SC) measures in a set of argumentative and narrative essays produced by Chinese English-as-a-foreign-language (EFL) learners at two different proficiency levels over the course of one semester. The goal of the study was to partially replicate and extend Yoon and Polio’s (2017) and Lei et al.’s (2023) studies on these effects, both of which focused on a single group of adult or college-level second language (L2) English learners and employed a set of large-grained indices to gauge SC. This was done to test the generalizability of their findings regarding the effects of time, genre, and their interaction on L2 writing SC to diverse learner groups and obtain a more comprehensive understanding of such effects. Our results revealed significant, differential effects of time, genre, and their interaction on large- and fine-grained SC indices in the two learner groups. These findings contribute to a more nuanced understanding of L2 writing SC development and the effect of genre on this development.
本研究考察了时间、体裁及其相互作用对大粒度和细粒度句法复杂性(SC)测量的影响,研究对象是两种不同熟练程度的中国英语学习者,他们在一个学期的课程中所写的议论文和叙事性文章。该研究的目标是部分复制和扩展Yoon和Polio(2017)以及Lei等人(2023)对这些影响的研究,这两项研究都集中在一组成人或大学水平的第二语言(L2)英语学习者身上,并采用了一组大粒度指数来衡量SC。这样做是为了测试他们关于时间、类型、以及他们对不同学习者群体的二语写作SC的相互作用,并获得对这种影响的更全面的理解。我们的研究结果显示,在两个学习者群体中,时间、类型及其相互作用对大粒度和细粒度SC指数的影响是显著的、不同的。这些发现有助于我们更细致地理解第二语言写作SC的发展以及体裁对这一发展的影响。
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引用次数: 0
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2026-01-09 DOI: 10.1016/j.jslw.2026.101281
Ying Ding , Tsy Yih
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引用次数: 0
The development and interactions of complexity and accuracy in L2 Chinese writing 二语汉语写作中复杂性和准确性的发展及其相互作用
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2025-12-19 DOI: 10.1016/j.jslw.2025.101275
Yilei Li
From the perspective of Complex Dynamic Systems Theory, this study tracked the weekly writing of 12 L2 Chinese learners over one study-abroad semester. 11 measures and mixed-effects modeling were employed to capture group trends and detect subgroups in a fine-grained way. Interviews were conducted to reveal the interplay between writing development and learners’ strategies, beliefs, and emotions. Results showed that most linguistic dimensions experienced an uptrend, with the lexical system and complex phrases exhibiting greater variability. Syntactic development progressed more slowly, particularly in predicate phrases. There was a growing supportive relationship within the complexity system, but learners eventually prioritized accuracy over complexity. Interviews evidenced these changes and showed distinct patterns of two subgroups. The more sophisticated writers not only took the lead in phrasal complexity, but also mobilized diverse resources and developed further metalinguistic awareness, approaching writing with more positive emotions. Implications for intermediate-level Chinese instruction are also discussed.
本研究从复杂动力系统理论的角度,对12名中国第二语言学习者一个学期的每周写作进行了跟踪研究。采用11种测量方法和混合效应建模来捕捉群体趋势,并以细粒度的方式检测子群体。访谈揭示了写作发展与学习者策略、信念和情绪之间的相互作用。结果表明,大多数语言维度呈现上升趋势,词汇系统和复杂短语表现出更大的变化。句法发展更缓慢,尤其是谓语短语。在复杂性系统中存在一种日益增长的支持关系,但学习者最终将准确性置于复杂性之上。访谈证明了这些变化,并显示出两个亚组的不同模式。越成熟的作家不仅在短语的复杂性上走在了前面,而且调动了多种资源,进一步发展了元语言意识,以更积极的情绪来写作。本文还讨论了对中级汉语教学的启示。
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引用次数: 0
Linking writing processes to argument elements: Insights from keystroke logging in L1 and L2 writers 将写作过程与论点元素联系起来:从L1和L2写作者的击键记录中获得的见解
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2025-12-17 DOI: 10.1016/j.jslw.2025.101276
Yu Tian , Scott Crossley
Recent studies leveraging keystroke logging have identified associations between features of the writing process and the written product (e.g., writing quality, text cohesion). However, a more comprehensive understanding of how the temporal and behavioral dynamics of writing relate to the development of argument elements is still needed. This study examined the relationship between writing behaviors captured through keystroke features (e.g., pauses, revisions, bursts, process variance) and the construction of argument elements (e.g., positions, claims, evidence, counterclaims, rebuttals) among adult first-language (L1) and second language (L2) English writers. The dataset consisted of 400 argumentative essays (200 from L1 writers and 200 from L2 writers) with accompanying keystroke logs. Each essay was manually annotated for argument elements, and keystroke measures were computed for each element. Multinomial mixed-effects logistic regression models were used to identify distinct keystroke patterns associated with different argument elements and with native language. Results revealed that writers behaved differently in P-burst length, pause duration, and proportion of deletions when formulating different argument elements. Additionally, L1 and L2 writers exhibited distinct patterns when composing claims (relative to evidence) and when constructing counterclaims and rebuttals (relative to other elements), suggesting differing cognitive demands and rhetorical strategies between the two groups.
最近利用击键记录的研究已经确定了写作过程的特征和书面产品之间的联系(例如,写作质量,文本衔接)。然而,更全面地了解写作的时间和行为动态如何与论点元素的发展有关,仍然需要。本研究考察了成年第一语言(L1)和第二语言(L2)英语作家通过击键特征(如停顿、修改、爆发、过程差异)捕获的写作行为与论点元素(如立场、主张、证据、反诉、反驳)的构建之间的关系。该数据集由400篇议论文(200篇来自L1作者,200篇来自L2作者)和附带的击键日志组成。每篇文章都为论点元素手工注释,并且计算每个元素的击键度量。多项混合效应逻辑回归模型用于识别与不同参数元素和母语相关的不同击键模式。结果表明,作者在表达不同论点元素时,在P-burst长度、暂停时间和删除比例方面表现不同。此外,第一语言和第二语言作者在撰写主张(相对于证据)和构建反诉和反驳(相对于其他元素)时表现出不同的模式,这表明两组作者在认知需求和修辞策略上存在差异。
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引用次数: 0
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2025-12-17 DOI: 10.1016/j.jslw.2025.101277
Bee Chamcharatsri
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引用次数: 0
Developing and validating a scale for assessing EFL learners’ co-regulation strategies for collaborative writing: A multi-layered perspective 开发和验证一个评估英语学习者协作写作协同调节策略的量表:一个多层次的视角
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2025-12-15 DOI: 10.1016/j.jslw.2025.101280
You Su , Zeting Yuan , Jyh-Chong Liang
As collaborative writing gains prominence in second language education, the need for reliable instruments to assess students’ collaborative processes is critical, especially in understanding their co-regulation during team interactions. While existing scales primarily focus on self-regulation in individual writing, this study develops and validates a Co-regulation Strategies (CRS) scale for collaborative writing activities. Through validation with 471 college students engaged in collaborative English writing tasks, we employed exploratory and confirmatory factor analyses to establish a 21-item scale comprising six distinct dimensions. The scale incorporates core regulatory dimensions of co-planning, co-monitoring, co-evaluation, and effort regulation, and identifies help‑giving as an independent factor separate from help-seeking, revealing the bidirectional nature of peer support in collaborative contexts. Across five theoretically motivated models, four showed acceptable fit. For general reporting, a three-factor higher-order structure (metacognitive, motivational, social) is recommended as a parsimonious default. The six-factor correlated model supports fine-grained diagnosis, a single higher-order factor yields a holistic index, and a cyclical three-phase model informs phase-specific interventions. Together, these models offer analytical flexibility for diagnosis and reporting across domains and phases. The CRS scale addresses a notable gap in assessing co‑regulation during collaborative writing.
随着合作写作在第二语言教育中的地位日益突出,需要可靠的工具来评估学生的合作过程是至关重要的,特别是在理解他们在团队互动中的共同调节方面。虽然现有的量表主要关注个人写作中的自我调节,但本研究开发并验证了协作写作活动的共同调节策略(CRS)量表。通过对471名大学生英语协作写作任务的验证,我们采用探索性和验证性因素分析建立了包含6个不同维度的21项量表。该量表纳入了共同规划、共同监测、共同评估和努力调节的核心调节维度,并将帮助给予确定为与寻求帮助分离的独立因素,揭示了协作环境中同伴支持的双向性。在五个理论驱动的模型中,有四个显示出可接受的契合度。对于一般报告,建议使用三因素高阶结构(元认知、动机、社会)作为简洁的默认值。六因素相关模型支持细粒度诊断,单个高阶因素产生整体指数,周期性三相模型为特定阶段的干预提供信息。总之,这些模型为跨领域和阶段的诊断和报告提供了分析灵活性。CRS量表解决了在协作写作过程中评估共同调节的显着差距。
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引用次数: 0
Constructing discoursal scholarly identities in research writing over time and across space: A case study of Chinese transnational scholars 跨时空建构研究写作中的话语学术身份:以中国跨国学者为例
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2025-12-12 DOI: 10.1016/j.jslw.2025.101279
Qi Qi , Cecilia Guanfang Zhao
While interest in identity issues continues to grow in second language writing research, the construction of discoursal scholarly identity in research writing remains underexplored, particularly for transnational scholars. This case study, grounded in Ivanič’s (1998) framework of discoursal construction of writer identity, examined two Chinese transnational scholars’ perceptions and constructions of their discoursal scholarly identities in academic publishing over time and across space. Analysis of their self-identified representative works, relevant text histories, and reported writing experiences revealed that as the scholars’ academic experiences evolved, they developed a deeper understanding of discoursal scholarly identity, and negotiated an intended scholarly identity by navigating complex relationships with community members, rather than passively meeting gatekeepers’ expectations. While adapting to the local academic environment, they also leveraged international knowledge and resources to shape and develop their desired discoursal scholarly identity. Theoretically, these findings refine our understanding of discoursal identity construction in relation to concepts of time and space. Practically, the study provides pedagogical guidance to writing instructors and educators on how they could best support transnational and multilingual writers in developing their scholarly identities while navigating relationships with various stakeholders across different contexts and career stages.
虽然在第二语言写作研究中对身份问题的兴趣持续增长,但研究性写作中话语学术身份的构建仍未得到充分探索,特别是对于跨国学者而言。本研究以伊凡尼斯基(1998)的作家身份话语建构框架为基础,考察了两位中国跨国学者在跨时空的学术出版中对其话语学术身份的认知和建构。通过对他们自我认同的代表作品、相关文本历史和写作经历的分析表明,随着学者学术经历的发展,他们对话语学术身份有了更深的理解,并通过与社区成员的复杂关系来协商学术身份,而不是被动地满足看门人的期望。在适应当地学术环境的同时,他们也利用国际知识和资源来塑造和发展他们想要的话语学术身份。从理论上讲,这些发现完善了我们对话语认同建构与时间和空间概念的关系的理解。实际上,该研究为写作教师和教育工作者提供了教学指导,指导他们如何在与不同背景和职业阶段的各种利益相关者建立关系的同时,最好地支持跨国和多语种作家发展他们的学术身份。
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引用次数: 0
A theoretical framework of collaborative authorial voice: Cognitive, social, and textual dimensions 协作作者声音的理论框架:认知、社会和文本维度
IF 4.5 1区 文学 Q1 LINGUISTICS Pub Date : 2025-12-12 DOI: 10.1016/j.jslw.2025.101278
Baraa Khuder , Bojana Petric
Authorial voice in academic writing reflects how writers construct and assert authority within their disciplinary communities. While voice has so far been examined through linguistic, sociocultural, metadiscourse and other perspectives, existing frameworks have largely focused on individual authorship, overlooking the complexities of collaborative writing. This study introduces a comprehensive multidimensional theoretical framework that integrates intrapersonal (cognitive, metacognitive, and emotional), interactional (negotiation and power dynamics), and behavioral (textual enactment) dimensions to trace how authorial voice is constructed in collaboration. Through a longitudinal case study, this paper examines how voice is shaped through distributed cognitive processes, feedback negotiations, and textual positioning. Findings reveal that authorial voice is not a fixed attribute but a cognitively developmental, socially situated, and rhetorically negotiated construct. Co-authors and gatekeepers play a central role in shaping voice, sometimes enabling agency, other times constraining it. By applying this theoretical framework to collaborative writing for publication, this study offers a novel lens for analyzing voice as a distributed and dialogic developmental phenomenon. The framework advances theorizing beyond individual-centered accounts and offers methodological guidance for studying voice across drafts, actors, and feedback channels in collaborative research contexts.
学术写作中的权威声音反映了作者如何在其学科社区中构建和维护权威。到目前为止,人们已经从语言学、社会文化、元话语和其他角度对声音进行了研究,但现有的框架主要集中在个人作者身上,忽视了合作写作的复杂性。本研究引入了一个综合的多维理论框架,该框架整合了个人(认知、元认知和情感)、互动(谈判和权力动力学)和行为(文本制定)维度,以追踪作者在合作中如何构建声音。通过纵向案例研究,本文探讨了语音是如何通过分布式认知过程、反馈谈判和文本定位形成的。研究结果表明,作者的声音不是一种固定的属性,而是一种认知发展、社会地位和修辞协商的结构。共同作者和看门人在塑造声音方面发挥着核心作用,有时是促成代理,有时是限制代理。通过将这一理论框架应用于出版合作写作,本研究提供了一个新的视角来分析声音作为一种分布的、对话的发展现象。该框架在以个人为中心的叙述之外推进了理论化,并为在合作研究背景下跨草案、行动者和反馈渠道研究声音提供了方法论指导。
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引用次数: 0
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Journal of Second Language Writing
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