Abstract: Highlights•A novel two-stage method with LLM generation and contrastive evaluation for Chinese abbreviation prediction.•Outperforms SoTA by 3.32% and 1.73% on Hit@1.•The online A/B testing on Fliggy APP indicates that POI NER and PV-CTR increase by 0.65% and 1.37%.
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