The integration of artificial intelligence into educational settings has fundamentally transformed the landscape of language acquisition, shifting the paradigm from self-learning to dynamic human-AI collaboration. However, the exact impact of collaborative learning media on specific pedagogical outcomes, such as writing quality, creative expression, and sustained cognitive engagement, remains a complex area of inquiry. This paper presents a comprehensive literature review and proposes a theoretical instructional framework to evaluate these collaborative dynamics within English language education. By synthesizing cross-disciplinary insights on human-AI teaming, cognitive mental models, and role adaptation, this work highlights the delicate balance between leveraging AI for productivity and ensuring profound pedagogical development.
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