Note the hierarchy: Taxonomy-guided prototype for few-shot named entity recognition

Jianzhou Feng, Ganlin Xu, Qin Wang, Yuzhuo Yang, Lei Huang

Abstract: Highlights•First note the entity hierarchy and introduce textual taxonomy information.•The taxonomy-instance contrastive avoids unnecessary noisy information.•The average performance of our model on six datasets improved 8.7%.