“…Research findings show that different-level learners prefer using different lexical and syntactic structures in their written work, with beginners using high-frequency vocabulary, parallel structures, and simple sentences, intermediate learners tending to use low-frequency vocabulary and subordinate clauses, and advanced learners often using simple language structures (e.g., noun phrases) to express more complex ideas (Ortega, 2003;Vyatkina, 2013). Similarly, recent studies have found that there are significant differences in specific syntactic indicators between L2 learners and native speakers, with bilingual learners tending to use more parallel structures and native speakers tending to use more subordinate and complex phrase structures (Bulté and Housen, 2014;Mancilla et al, 2017;Shadrova et al, 2021). Notwithstanding difference in learners' level of syntactic development, high-quality compositions shared similar linguistic features, such as the use of more complex sentences and diverse phrase structures, as well as low-frequency vocabulary to convey meaning (McNamara et al, 2010).…”