命名实体识别
前言
这篇文章的目的是对命名实体识别领域进行较为全面的综述,包括数据集,评估指标,传统模型,前沿模型,发展方向,个人思考等几大块,目的是为初学者提供一个较为前沿且易懂的学习文章。本文篇幅较长,请耐心阅读,别放在收藏内吃灰哦。
NER简介
Reference
[1] A Survey on Deep Learning for Named Entity Recognition
[2] CLUENER2020: FINE-GRAINED NAMED ENTITY RECOGNITION DATASET AND BENCHMARK FOR CHINESE — 一个2020年最新的中文命名实体识别数据集
[3] LTP: A New Active Learning Strategy for Bert-CRF Based Named Entity Recognition
[4] Few-Shot Named Entity Recognition: A Comprehensive Study
[5] FLAT- Chinese NER Using Flat-Lattice Transformer
[6] Empirical Analysis of Unlabeled Entity Problem in Named Entity Recognition
[7] Lex-BERT- Enhancing BERT based NER with lexicons