The use of machine translation (MT) in the academic context has increased in recent years. Hence, language teachers have found it difficult to ignore MT, which has led to some concerns. Among the concerns, its accuracy has become a major factor that shapes language teachers’ pedagogical decision to use MT in their language classrooms. Despite the urgency of the issue, studies on MT output quality in foreign language education remain scarce. Moreover, as MT is advancing every year, updated studies are imperative. Therefore, the present study investigated the quality of MT outputs (Google Translate) from Korean to English by comparing it with the English-translated texts of intermediate English as a foreign language students. The study also examined the factors within the source texts that affect the quality of MT outputs. Five trained evaluators examined multiple aspects of MT output samples (N = 104) and students’ English texts (N = 104), including mechanics, vocabulary, grammar, and context. The results showed that both texts were equally comprehensible, but MT outperformed the students in most aspects under investigation. The study further found that only two factors in the source texts – punctuation and sentence complexity – influenced MT output quality, whereas lexical and grammatical accuracy, lexical diversity, and contextual understanding did not affect it. Based on the results, the study presents classroom implications for using MT for educational purposes.

This meta-analysis examines the effectiveness of technology-assisted second language (L2) vocabulary learning as well as identifies factors that may play a role in their effectiveness. We found 34 studies with 2,511 participants yielding 49 separate effect sizes. Following the procedure developed by Hunter and Schmidt (2004), we corrected for sample size bias and measurement error. The overall effect size for using technology to learn L2 vocabulary was d = 0.64, which is a moderate effect size. The Q statistic indicated a significant variability in effect size, so we followed up with a theory-driven moderator analysis. The results of the moderator analysis revealed that learners benefited more from technology-assisted L2 vocabulary learning with incidental instruction than with intentional instruction; types of assessment were not significant moderators of the effect on technology-assisted L2 vocabulary learning; technology-assisted L2 vocabulary learning is more effective when the target language is close to the learner’s first language; college students benefited more from technology-assisted L2 vocabulary learning than K–12 students; and, finally, mobile-assisted L2 vocabulary learning was more effective than computer-assisted L2 vocabulary learning.

With the immense presence of English language video content in the online digital environment and students’ everyday exposure to multimedia content, this project aims to explore how to replace traditional in-class presentation with video presentation within an autonomous learning environment, examine the impact of doing so on the development of English language and digital literacy skills, and develop assessment rubrics at both individual and group levels. The project was conducted as part of an English language course for undergraduate students majoring in English in the context of a higher education institution in Hong Kong. Data were collected through multiple methods: survey questionnaires, open-ended questions, and face-to-face interviews. The results showed that the video production mode of presentation could not only replace traditional in-class presentation but also improve students’ learning autonomy, and language, collaborative, and digital literacy skills. The analysis of videos elucidated how the video production (VPR) group of students use multimodal semiotic resources to design their relationships with viewers while simultaneously adapting their discoursal identities. In addition, the comparison between VPR- and non-VPR-group presentations demonstrates that constructing audio-visual resources in a collaborative environment contributes to a variety of aspects to a higher extent. Implications for foreign language curriculum and instructional design, as well as recommendations for future studies of digitalization of students’ oral assessment tasks, are discussed.

The growing popularity of online CALL professional development (PD) courses and programs has necessitated a more in-depth look into their design. For so doing, a qualitative case study was carried out to explore how project-based learning (PBL) contributes to six in-service teachers’ CALL PD. Drawing on data obtained from technology-review projects and follow-up discussions, it was observed that the experience of review, reflection, and discussion enhanced participants’ technological knowledge, along with their attention to the affordances and constraints of different tools, their application for materials development or selection, and CALL evaluation. The potential contribution of this study to PD research lies in the account of how inquiry-oriented projects can be defined into the design of a CALL PD. The integration strategies are applicable for online PD attempts across various contexts.