try target encoding or frequencey encoding

What often helps is stepping back and focusing on simpler, more meaningful features before adding complexity—things like target-aware encodings, rolling statistics, and lag-based time-series features can make a big difference. It’s a bit like Ragdoll Hit: refining control and precision usually gets better results than adding more force. Careful iteration and validation are what ultimately push scores higher.