Abstract: Highlights•Novel ancient Chinese pre-training framework based on cross-temporal property.•Cross-temporal decoupling strategy for semantics and syntax is proposed.•Experiments on 6 ancient Chinese understanding tasks demonstrate effectiveness.•Provides new insights for other languages that have undergone evolutionary change.
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