KBERT

论文：《K-BERT: Enabling Language Representation with Knowledge Graph》
论文地址：https://arxiv.org/pdf/1909.07606v1
git地址：https://github.com/autoliuweijie/K-BERT

SoftLexicon

出自ACL 2020的Simplify the Usage of Lexicon in Chinese NER
git：https://github.com/v-mipeng/LexiconAugmentedNER
论文：https://arxiv.org/abs/1908.05969

FLAT

Chinese NER Using Flat-Lattice Transformer
论文：https://arxiv.org/pdf/2004.11795.pdf
git:https://github.com/LeeSureman/Flat-Lattice-Transformer

lattice = char + lexion bigram
raw_emb = ( lattice_emb + bigram_emb +bert_emb )
pos_emb = (pos_s, pos_e)
emb = f(raw_emb, pos_emb)
emb + transformer一层 + crf = seqlabel
备注：bert使用的是lattice词表

A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding

论文：https://arxiv.org/pdf/1909.02188.pdf
git:

DCA-NET

A Co-Interactive Transformer for Joint Slot Filling and Intent Detection