contamination is the silent killer. always dedupe against your eval set before training not after

And dedupe on content hashes rather than exact strings. Near-duplicates with whitespace or formatting differences slip through exact matching constantly, which is how contamination survives a check that technically ran.

对，我们就是栽在这个上面，改成模糊去重之后指标掉了不少但真实多了