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ConvoDrift introduces a multi-turn conversational dataset for modeling progressive stylistic tone drift under fixed semantic intent, comprising 15,727 conversational structures with style drift labels and persona-conditioned preference pairs, validated via human annotation, LLM-as-judge, and lexical/semantic evaluation.