中文命名实体识别。包含目前最新的中文命名实体识别论文

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中文命名实体识别。包含目前最新的中文命名实体识别论文、中文实体识别相关工具、数据集，以及中文预训练模_awesome-chinese-ner.zip （1个子文件）

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# awesome-chinese-ner 中文命名实体识别 #### 延申 - 中文预训练模型综述 https://www.jsjkx.com/CN/10.11896/jsjkx.211200018 - 中文预训练模型下载地址 https://github.com/lonePatient/awesome-pretrained-chinese-nlp-models - 中文词向量下载地址 https://github.com/Embedding/Chinese-Word-Vectors - Bilstm_CRF怎么调参？ https://arxiv.org/pdf/1707.06799.pdf - 使用chatgpt进行信息抽取（实体、关系、事件） Zero-Shot Information Extraction via Chatting with ChatGPT 演示地址：http://124.221.16.143:5000/ https://arxiv.org/pdf/2302.10205.pdf https://github.com/cocacola-lab/ChatIE - GPT for Information Extraction https://github.com/cocacola-lab/GPT4IE - Evaluation-of-ChatGPT-on-Information-Extraction https://github.com/RidongHan/Evaluation-of-ChatGPT-on-Information-Extraction - 这篇把它放在延申这里： Unified Text Structuralization with Instruction-tuned Language Models 2023 https://arxiv.org/pdf/2303.14956v2.pdf #### 命名实体识别综述（中文） - 基于深度学习的中文命名实体识别最新研究进展综述 2022年中文信息学报 http://61.175.198.136:8083/rwt/125/http/GEZC6MJZFZZUPLSSGM3B/Qikan/Article/Detail?id=7107633068 - 命名实体识别方法研究综述 2022年计算机科学与探索 http://fcst.ceaj.org/CN/10.3778/j.issn.1673-9418.2112109 - 中文命名实体识别综述 2021年计算机科学与探索 http://fcst.ceaj.org/CN/abstract/abstract2902.shtml - Chinese named entity recognition: The state of the art Neurocomputing 2022 [link](https://reader.elsevier.com/reader/sd/pii/S0925231221016581?token=592CD98CF076A91AFE5EDB2396D806784B30D3217FD7B61FE2FE9CB905451ABB5B28C0285AAFA973010ACE14AD387A5C&originRegion=us-east-1&originCreation=20221119143715) # 模型 - Universal Information Extraction as Unified Semantic Matching 通用的信息抽取：实体、关系、事件（没有在中文数据上的实验） AAAI 2023 https://arxiv.org/pdf/2301.03282.pdf - Token Relation Aware Chinese Named Entity Recognition ACM Transactions on Asian and Low-Resource Language Information Processing 2023 https://dl.acm.org/doi/10.1145/3531534 - PUnifiedNER: a Prompting-based Unified NER System for Diverse Datasets AAAI 2023 https://arxiv.org/pdf/2211.14838.pdf https://github.com/GeorgeLuImmortal/PUnifiedNER - END-TO-END ENTITY DETECTION WITH PROPOSER ANDREGRESSOR 借鉴目标检测的思想 2022 https://arxiv.org/pdf/2210.10260v2.pdf https://github.com/Rosenberg37/EntityDetection - DAMO-NLP at SemEval-2022 Task 11:A Knowledge-based System for Multilingual Named Entity Recognition 多语言的命名实体识别 2022 https://arxiv.org/pdf/2203.00545.pdf https://github.com/Alibaba-NLP/KB-NER - PCBERT: Parent and Child BERT for Chinese Few-shot NER COLING 2022 https://aclanthology.org/2022.coling-1.192.pdf - GNN-SL: Sequence Labeling Based on Nearest Examples via GNN 2022 https://arxiv.org/pdf/2212.02017.pdf https://github.com/ShuheWang1998/GNN-SL - EiCi: A New Method of Dynamic Embedding Incorporating Contextual Information in Chinese NER 这个和AMBERT的思想感觉差不多：[AMBERT](https://arxiv.org/pdf/2008.11869.pdf) 2022 https://openreview.net/pdf?id=0TKg4UlnEEQ - Deep Span Representations for Named Entity Recognition 2022 https://arxiv.org/pdf/2210.04182v1.pdf - Mulco: Recognizing Chinese Nested Named Entities Through Multiple Scopes 2022 https://arxiv.org/pdf/2211.10854.pdf - Unsupervised Boundary-Aware Language Model Pretraining for Chinese Sequence Labeling EMNLP 2022 https://arxiv.org/pdf/2210.15231.pdf http://github.com/modelscope/adaseq/examples/babert - Domain-Specific NER via Retrieving Correlated Samples COLING 2022 https://arxiv.org/pdf/2208.12995.pdf - Two Languages Are Better than One: Bilingual Enhancement for Chinese Named Entity Recognition COLING 2022 https://aclanthology.org/2022.coling-1.176.pdf - A hybrid Transformer approach for Chinese NER with features augmentation Expert Syst. Appl 2022 https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4087645 - Adaptive Threshold Selective Self-Attention for Chinese NER COLING 2022 https://aclanthology.org/2022.coling-1.157.pdf - Improving Chinese Named Entity Recognition by Search Engine Augmentation 2022 https://arxiv.org/pdf/2210.12662.pdf - Domain-Specific NER via Retrieving Correlated Samples COLING 2022 https://arxiv.org/pdf/2208.12995.pdf - Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting NAACL 2022 https://arxiv.org/pdf/2204.11406.pdf https://github.com/LindgeW/MetaAug4NER - Boundary Smoothing for Named Entity Recognition ACL 2022 https://arxiv.org/pdf/2204.12031v1.pdf https://github.com/syuoni/eznlp - NFLAT: Non-Flat-Lattice Transformer for Chinese Named Entity Recognition 2022 https://arxiv.org/pdf/2205.05832.pdf - Unified Structure Generation for Universal Information Extraction （一统实体识别、关系抽取、事件抽取、情感分析） ACL 2022 https://arxiv.org/pdf/2203.12277.pdf https://github.com/PaddlePaddle/PaddleNLP/tree/develop/model_zoo/uie https://github.com/universal-ie/UIE 以下这篇也是通用的，只是英文方面的，没有中文数据上的实验： - DEEPSTRUCT: Pretraining of Language Models for Structure Prediction 2022 https://arxiv.org/pdf/2205.10475v1.pdf https://github.com/cgraywang/deepstruct - Parallel Instance Query Network for Named Entity Recognition 2022 https://arxiv.org/pdf/2203.10545v1.pdf - Delving Deep into Regularity: A Simple but Effective Method for Chinese Named Entity Recognition NAACL 2022 https://arxiv.org/pdf/2204.05544.pdf - TURNER: The Uncertainty-based Retrieval Framework for Chinese NER 2022 https://arxiv.org/pdf/2202.09022 - NN-NER: Named Entity Recognition with Nearest Neighbor Search 2022 https://arxiv.org/pdf/2203.17103 https://github.com/ShannonAI/KNN-NER - 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 - Enhanced Language Representation with Label Knowledge for Span Extraction EMNLP 2021 https://aclanthology.org/2021.emnlp-main.379.pdf https://github.com/Akeepers/LEAR - Lex-BERT: Enhancing BERT based NER with lexicons ICLR 2021 https://arxiv.org/pdf/2101.00396v1.pdf - 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 - Dynamic Modeling Cross- and Self-Lattice Attention Network for Chinese NER AAAI 2021 https://ojs.aaai.org/index.ph

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