The purpose of this study is to examine learners’ perceptions of AI-based machine translation (MT) in high school ‘Reading British and American Literature’ classes. This research explored how students perceived the impact of MT on their class participation, learning motivation, confidence in English use, and improvement in English ability. The study also examined how the effectiveness of MT use differed according to students’ English proficiency levels. A total of 153 third-year students participated in a nine-week English literature course. Data were collected through an online survey and statistically analyzed. The findings reveal that students showed positive perceptions regarding class participation, learning motivation, confidence in English use, and improvement in English ability. Notably, participation in the English literature classes using AI-based MT was significantly higher than that in other English classes. Analysis by English proficiency levels showed no significant differences in class participation and affective factors (learning motivation and confidence). However, lower-proficiency learners perceived greater improvement in English proficiency compared to higher-proficiency learners. These results suggest that incorporating AI-based MT in English literature classes can create an inclusive learning environment that supports learners across different proficiency levels, particularly benefiting lower-proficiency students in terms of improvement in English ability.

This study investigated the effects of self and peer evaluations and learners’ involvement on the development of assessment criteria in higher education English literature classes. A total of 40 college students participated in the study, extracting five main criteria with 10 sub-standards to assess their group assignments and conduct self- and peer evaluation on their presentations. The results of the learners’ selfand peer assessments were compared with instructor’s assessments and their final grades using one-way ANOVA and correlation analysis. The study also examined the correlation among the assessment criteria to find which factors affected learning outcomes. The study concluded that their participation in the development of assessment criteria positively, affected their critical thinking ability and the selection of subjects for the group presentations. Logicality of writing also affected the outcomes of final assessments. The study concluded that self- and peer assessments can be highly effective in learning processes when learners actively participate in setting the assessment criteria.