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This paper presents FA-RankMixer, a model that combines field-aware semantic tokenization, target-aware multi-domain DIN, RankMixer blocks, and group-wise bilinear fusion for unified pCVR prediction in the Tencent UNI-REC Challenge. The solution ranked 9th on the official leaderboard.