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This paper presents a cross-lingual analysis of entrainment behavior in Mandarin-English, Hindi-English, and Spanish-English code-switched dialogues, finding that lexical entrainment generalizes but acoustic-prosodic and style entrainment vary. It also evaluates how classification models capture these behaviors, showing they prioritize different features than humans.