2022中文命名实体识别最新进展

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

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MFE-NER: Multi-feature Fusion Embedding for Chinese Named Entity Recognition

2021

https://arxiv.org/pdf/2109.07877

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AdaK-NER: An Adaptive Top-K Approach for Named Entity Recognition with Incomplete Annotations

2021

https://arxiv.org/pdf/2109.05233

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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