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2022中文命名实体识别最新进展

awesome-chinese-ner

中文命名实体识别
github:https://github.com/taishan1994/awesome-chinese-ner

模型

论文名 会议/期刊 论文地址 github地址
Unified Named Entity Recognition as Word-Word Relation Classification AAAI 2022 https://arxiv.org/abs/2112.10070 https://github.com/ljynlp/W2NER.git
MarkBERT: Marking Word Boundaries Improves Chinese BERT 2022 https://arxiv.org/pdf/2203.06378 -
MFE-NER: Multi-feature Fusion Embedding for Chinese Named Entity Recognition 2021 https://arxiv.org/pdf/2109.07877 -
AdaK-NER: An Adaptive Top-K Approach for Named Entity Recognition with Incomplete Annotations 2021 https://arxiv.org/pdf/2109.05233 -
ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information ACL 2021 https://arxiv.org/pdf/2106.16038 https://github.com/ShannonAI/ChineseBert
Lexicon Enhanced Chinese Sequence Labeling Using BERT Adapter ACL 2021 https://arxiv.org/pdf/2105.07148.pdf https://github.com/liuwei1206/LEBERT
MECT: Multi-Metadata Embedding based Cross-Transformer for Chinese Named Entity Recognition ACL 2021 https://arxiv.org/pdf/2107.05418v1.pdf https://github.com/CoderMusou/MECT4CNER
Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition ACL 2021 https://arxiv.org/pdf/2105.06804v2.pdf https://github.com/tricktreat/locate-and-label
Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information EMNLP-2020 https://arxiv.org/pdf/2010.15466 https://github.com/cuhksz-nlp/AESINER
ZEN: Pre-training Chinese Text Encoder Enhanced by N-gram Representations ACL 2020 https://arxiv.org/pdf/1911.00720v1.pdf https://github.com/sinovation/ZEN
A Unified MRC Framework for Named Entity Recognition ACL2020 https://arxiv.org/pdf/1910.11476v6.pdf https://github.com/ShannonAI/mrc-for-flat-nested-ner
Simplify the Usage of Lexicon in Chinese NER ACL 2020 https://github.com/v-mipeng/LexiconAugmentedNER https://github.com/v-mipeng/LexiconAugmentedNER
Dice Loss for Data-imbalanced NLP Tasks ACL 2020 https://arxiv.org/pdf/1911.02855v3.pdf https://github.com/ShannonAI/dice_loss_for_NLP
FLAT: Chinese NER Using Flat-Lattice Transformer ACL 2020 https://arxiv.org/pdf/2004.11795v2.pdf https://github.com/LeeSureman/Flat-Lattice-Transformer
FGN: Fusion Glyph Network for Chinese Named Entity Recognition 2020 https://arxiv.org/pdf/2001.05272v6.pdf https://github.com/AidenHuen/FGN-NER
SLK-NER: Exploiting Second-order Lexicon Knowledge for Chinese NER 2020 https://arxiv.org/pdf/2007.08416v1.pdf https://github.com/zerohd4869/SLK-NER
Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information ACL2020 https://arxiv.org/pdf/2010.15466v1.pdf https://github.com/cuhksz-nlp/AESINER
Named Entity Recognition for Social Media Texts with Semantic Augmentation EMNLP 2020 https://arxiv.org/pdf/2010.15458v1.pdf https://github.com/cuhksz-nlp/SANER
CLUENER2020: Fine-grained Named Entity Recognition Dataset and Benchmark for Chinese 2020 https://arxiv.org/pdf/2001.04351v4.pdf https://github.com/CLUEbenchmark/CLUENER2020
ERNIE: Enhanced Representation through Knowledge Integration 2019 https://arxiv.org/pdf/1904.09223v1.pdf https://github.com/PaddlePaddle/ERNIE
TENER: Adapting Transformer Encoder for Named Entity Recognition 2019 https://arxiv.org/pdf/1911.04474v3.pdf https://github.com/fastnlp/TENER
Chinese NER Using Lattice LSTM ACL 2018 https://arxiv.org/pdf/1805.02023v4.pdf https://github.com/jiesutd/LatticeLSTM
ERNIE 2.0: A Continual Pre-training Framework for Language Understanding 2019 https://arxiv.org/pdf/1907.12412v2.pdf https://github.com/PaddlePaddle/ERNIE
Glyce: Glyph-vectors for Chinese Character Representations NeurIPS 2019 https://arxiv.org/pdf/1901.10125v5.pdf https://github.com/ShannonAI/glyce
CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition NAACL 2019 https://arxiv.org/pdf/1904.02141v3.pdf https://github.com/microsoft/vert-papers/tree/master/papers/CAN-NER
Neural Chinese Named Entity Recognition via CNN-LSTM-CRF and Joint Training with Word Segmentation 2019 https://arxiv.org/pdf/1905.01964v1.pdf https://github.com/rxy007/cnn-lstm-crf
Chinese Named Entity Recognition Augmented with Lexicon Memory 2019 https://arxiv.org/pdf/1912.08282v2.pdf https://github.com/dugu9sword/LEMON
Exploiting Multiple Embeddings for Chinese Named Entity Recognition 2019 https://arxiv.org/pdf/1908.10657v1.pdf https://github.com/WHUIR/ME-CNER
Dependency-Guided LSTM-CRF for Named Entity Recognition IJCNLP 2019 https://arxiv.org/pdf/1909.10148v1.pdf https://github.com/allanj/ner_with_dependency
Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network IJCNLP 2019 https://aclanthology.org/D19-1396.pdf https://github.com/DianboWork/Graph4CNER
Distantly Supervised NER with Partial Annotation Learning and Reinforcement Learning COLING 2018 https://aclanthology.org/C18-1183.pdf https://github.com/rainarch/DSNER
Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention Mechanism EMNLP 2018 https://aclanthology.org/D18-1017.pdf https://github.com/CPF-NLPR/AT4ChineseNER

数据集

  • MSRA
  • Weibo
  • resume
  • onenotes4
  • onenotes5

预训练语言模型

待完成

Ner工具

待完成

比赛

待完成

posted @ 2022-03-21 16:54  西西嘛呦  阅读(2993)  评论(0编辑  收藏  举报