Everyone in the village knows he has an old sweetheart.
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老相好 is colloquial and a touch gossipy — it implies a long-standing romantic or sexual relationship, often outside or before a marriage. 相好 alone can mean 'be on good terms' or 'lover'; adding 老 ('long-standing') tilts it firmly toward the latter.
