Improving Chinese Named Entity Recognition with Multi-grained Words and Part-of-Speech Tags via Joint Modeling KCL: Few-shot Named Entity Recognition with Knowledge Graph and Contrastive Learning Know-Adapter: Towards Knowledge-Aware Parameter-Efficient Transfer Learning for Few-shot Named Entity Recogniti...