Zi-Yan Guo

AI Teaching Assistant’s Transition from Tool to Collaborator: A Literature Review on College Students’ English-Speaking Acquisition

As LLMs advance, English speaking instruction is shifting toward AI-assisted human–machine collaboration, yet research remains fragmented. Many studies still frame AI assistants merely as pronunciation checkers or scoring tools, overlooking their potential as learning collaborators. This review examines the literature...