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This paper proposes a generalized style-aware full-duplex framework with a lightweight turn controller LPS-TC, introduces a large-scale dataset WildTurn for real-world conversations, and presents a two-tier evaluation scheme to enhance proactive spoken interactions and response quality in dialogue systems.