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Abstract The rapid globalization of news media has heightened the demand for high-quality, culturally adapted international news content. However, generating news articles that faithfully conform to the stylistic conventions of diverse national media outlets while maintaining cross-cultural semantic fidelity remains a formidable challenge.
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