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The Top 593 Named Entity Recognition Open Source Projects on Github

Categories > Machine Learning > Named Entity Recognition
Hanlp ⭐ 23,921
中文分词 词性标注 命名实体识别 依存句法分析 成分句法分析 语义依存分析 语义角色标注 指代消解 风格转换 语义相似度 新词发现 关键词短语提取 自动摘要 文本分类聚类 拼音简繁转换 自然语言处理
Spacy ⭐ 21,574
💫 Industrial-strength Natural Language Processing (NLP) in Python
Nlp Progress ⭐ 19,251
Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.
Flair ⭐ 10,875
A very simple framework for state-of-the-art Natural Language Processing (NLP)
Compromise ⭐ 10,040
modest natural-language processing
Corenlp ⭐ 8,194
Stanford CoreNLP: A Java suite of core NLP tools.
Stanza ⭐ 5,764
Official Stanford NLP Python Library for Many Human Languages
Deeppavlov ⭐ 5,445
An open source library for deep learning end-to-end dialog systems and chatbots.
Bert Bilstm Crf Ner ⭐ 3,550
Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning And private Server services
Snips Nlu ⭐ 3,482
Snips Python library to extract meaning from text
Agriculture_knowledgegraph ⭐ 2,776
农业知识图谱(AgriKG)：农业领域的信息检索，命名实体识别，关系抽取，智能问答，辅助决策
Simpletransformers ⭐ 2,759
Transformers for Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
Spark Nlp ⭐ 2,441
State of the Art Natural Language Processing
Lac ⭐ 2,370
百度NLP：分词，词性标注，命名实体识别，词重要性
Pyhanlp ⭐ 2,278
中文分词 词性标注 命名实体识别 依存句法分析 新词发现 关键词短语提取 自动摘要 文本分类聚类 拼音简繁 自然语言处理
Kashgari ⭐ 2,141
Kashgari is a production-level NLP Transfer learning framework built on top of tf.keras for text-labeling and text-classification, includes Word2Vec, BERT, and GPT2 Language Embedding.
Spacy Course ⭐ 1,892
👩‍🏫 Advanced NLP with spaCy: A free online course
Information Extraction Chinese ⭐ 1,840
Chinese Named Entity Recognition with IDCNN/biLSTM+CRF, and Relation Extraction with biGRU+2ATT 中文实体识别与关系提取
Mt Dnn ⭐ 1,818
Multi-Task Deep Neural Networks for Natural Language Understanding
Zh Ner Tf ⭐ 1,761
A very simple BiLSTM-CRF model for Chinese Named Entity Recognition 中文命名实体识别 (TensorFlow)
Sequence_tagging ⭐ 1,725
Named Entity Recognition (LSTM + CRF) - Tensorflow
Ncrfpp ⭐ 1,719
NCRF++, a Neural Sequence Labeling Toolkit. Easy use to any sequence labeling tasks (e.g. NER, POS, Segmentation). It includes character LSTM/CNN, word LSTM/CNN and softmax/CRF components.
Universal Data Tool ⭐ 1,519
Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.
Neuroner ⭐ 1,437
Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
Anago ⭐ 1,394
Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech Tagging and so on.
Named_entity_recognition ⭐ 1,118
中文命名实体识别（包括多种模型：HMM，CRF，BiLSTM，BiLSTM+CRF的具体实现）
Harvesttext ⭐ 1,031
文本挖掘和预处理工具（文本清洗、新词发现、情感分析、实体识别链接、关键词抽取、知识抽取、句法分析等），无监督或弱监督方法
Entity Recognition Datasets ⭐ 934
A collection of corpora for named entity recognition (NER) and entity recognition tasks. These annotated datasets cover a variety of languages, domains and entity types.
Bert Ner ⭐ 872
Pytorch-Named-Entity-Recognition-with-BERT
Cluener2020 ⭐ 859
CLUENER2020 中文细粒度命名实体识别 Fine Grained Named Entity Recognition
Tf_ner ⭐ 782
Simple and Efficient Tensorflow implementations of NER models with tf.estimator and tf.data
Yedda ⭐ 766
YEDDA: A Lightweight Collaborative Text Span Annotation Tool. Code for ACL 2018 Best Demo Paper Nomination.
Chinesener ⭐ 728
中文命名实体识别，实体抽取，tensorflow，pytorch，BiLSTM+CRF
Deepke ⭐ 699
DeepKE是一个支持低资源、长篇章的开源知识抽取工具，具备命名实体识别、关系抽取和属性抽取等功能。
Seqeval ⭐ 581
A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
Chatito ⭐ 571
🎯🗯 Generate datasets for AI chatbots, NLP tasks, named entity recognition or text classification models using a simple DSL!
Ner Lstm ⭐ 528
Named Entity Recognition using multilayered bidirectional LSTM
Awesome Persian Nlp Ir ⭐ 494
Curated List of Persian Natural Language Processing and Information Retrieval Tools and Resources
Open Semantic Search ⭐ 460
Open Source research tool to search, browse, analyze and explore large document collections by Semantic Search Engine and Open Source Text Mining & Text Analytics platform (Integrates ETL for document processing, OCR for images & PDF, named entity recognition for persons, organizations & locations, metadata management by thesaurus & ontologies, search user interface & search apps for fulltext search, faceted search & knowledge graph)
Spacy Streamlit ⭐ 446
👑 spaCy building blocks and visualizers for Streamlit apps
Bert Multitask Learning ⭐ 436
BERT for Multitask Learning
Phobert ⭐ 399
PhoBERT: Pre-trained language models for Vietnamese (EMNLP-2020 Findings)
Vncorenlp ⭐ 391
A Vietnamese natural language processing toolkit (NAACL 2018)
Nlu ⭐ 368
1 line for thousands of State of The Art NLP models in hundreds of languages The fastest and most accurate way to solve text problems.
Bertweet ⭐ 365
BERTweet: A pre-trained language model for English Tweets (EMNLP-2020)
Lightkg ⭐ 362
基于Pytorch和torchtext的知识图谱深度学习框架，包含知识表示学习、实体识别与链接、实体关系抽取、事件检测与抽取、知识存储与查询、知识推理六大功能模块，已实现了命名实体识别、关系抽取、事件抽取、表示学习等功能。框架功能丰富，开箱可用，极易上手！基本都是学习他人实现然后自己修改融合到框架中，没有细致调参，且有不少Bug～
Neuronlp2 ⭐ 358
Deep neural models for core NLP tasks (Pytorch version)
Spert ⭐ 356
PyTorch code for SpERT: Span-based Entity and Relation Transformer
Datashare ⭐ 353
Better analyze information, in all its forms
Informers ⭐ 316
State-of-the-art natural language processing for Ruby
Pytorch Bert Crf Ner ⭐ 298
KoBERT와 CRF로 만든 한국어 개체명인식기 (BERT+CRF based Named Entity Recognition model for Korean)
Chatbot_ner ⭐ 296
chatbot_ner: Named Entity Recognition for chatbots.
Textpipe ⭐ 290
Textpipe: clean and extract metadata from text
Slot_filling_and_intent_detection_of_slu ⭐ 289
slot filling, intent detection, joint training, ATIS & SNIPS datasets, the Facebook’s multilingual dataset, MIT corpus, E-commerce Shopping Assistant (ECSA) dataset, CoNLL2003 NER, ELMo, BERT, XLNet
Ner ⭐ 276
Named Entity Recognition
Autoner ⭐ 269
Learning Named Entity Tagger from Domain-Specific Dictionary
Multi Task Nlp ⭐ 255
multi_task_NLP is a utility toolkit enabling NLP developers to easily train and infer a single model for multiple tasks.
Fancy Nlp ⭐ 246
NLP for human. A fast and easy-to-use natural language processing (NLP) toolkit, satisfying your imagination about NLP.
Bilstm Lan ⭐ 243
Hierarchically-Refined Label Attention Network for Sequence Labeling
Transformers Tutorials ⭐ 242
Github repo with tutorials to fine tune transformers for diff NLP tasks
Named Entity Recognition With Bidirectional Lstm Cnns ⭐ 241
Named-Entity-Recognition-with-Bidirectional-LSTM-CNNs
Ner Datasets ⭐ 232
Datasets to train supervised classifiers for Named-Entity Recognition in different languages (Portuguese, German, Dutch, French, English)
Named Entity Recognition Ner Papers ⭐ 228
An elaborate and exhaustive paper list for Named Entity Recognition (NER)
Quickumls ⭐ 227
System for Medical Concept Extraction and Linking
Entity Recognition In Resumes Spacy ⭐ 223
Automatic Summarization of Resumes with NER -> Evaluate resumes at a glance through Named Entity Recognition
Bertner ⭐ 223
ChineseNER based on BERT, with BiLSTM+CRF layer
Spikex ⭐ 220
SpikeX - SpaCy Pipes for Knowledge Extraction
Bert_ner ⭐ 215
Ner with Bert
Dilated Cnn Ner ⭐ 214
Dilated CNNs for NER in TensorFlow
Monpa ⭐ 213
MONPA 罔拍是一個提供正體中文斷詞、詞性標註以及命名實體辨識的多任務模型
Pytorch_graph Rel ⭐ 204
A PyTorch implementation of GraphRel
Spacy Lookup ⭐ 190
Named Entity Recognition based on dictionaries
Gerbil ⭐ 187
GERBIL - General Entity annotatoR Benchmark
Bert Ner Tf ⭐ 184
Named Entity Recognition with BERT using TensorFlow 2.0
Neural_sequence_labeling ⭐ 184
A TensorFlow implementation of Neural Sequence Labeling model, which is able to tackle sequence labeling tasks such as POS Tagging, Chunking, NER, Punctuation Restoration and etc.
Persian Ner ⭐ 184
پیکره بزرگ شناسایی موجودیت‌های نامدار فارسی برچسب خورده
Ner Bert Pytorch ⭐ 178
PyTorch solution of named entity recognition task Using Google AI's pre-trained BERT model.
Camel_tools ⭐ 175
A suite of Arabic natural language processing tools developed by the CAMeL Lab at New York University Abu Dhabi.
Few Nerd ⭐ 166
Code and data of ACL 2021 paper "Few-NERD: A Few-shot Named Entity Recognition Dataset"
Solrtexttagger ⭐ 161
A text tagger based on Lucene / Solr, using FST technology
Medical Entity Recognition ⭐ 161
包含传统的基于统计模型(CRF)和基于深度学习(Embedding-Bi-LSTM-CRF)下的医疗数据命名实体识别
Bert Bilstm Crf Ner Pytorch ⭐ 160
Pytorch BERT-BiLSTM-CRF For NER
Fox ⭐ 159
Federated Knowledge Extraction Framework
Triggerner ⭐ 157
TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition (ACL 2020)
Vntk ⭐ 155
Vietnamese NLP Toolkit for Node
Ner Evaluation ⭐ 153
An implementation of a full named-entity evaluation metrics based on SemEval'13 Task 9 - not at tag/token level but considering all the tokens that are part of the named-entity
Deeplearning_nlp ⭐ 149
基于深度学习的自然语言处理库
Bnlp ⭐ 148
BNLP is a natural language processing toolkit for Bengali Language.
Ckip Transformers ⭐ 145
CKIP Transformers
Ld Net ⭐ 145
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling
Parsbert ⭐ 141
🤗 ParsBERT: Transformer-based Model for Persian Language Understanding
Ner Corpora ⭐ 136
Named Entity Recognition data for Europeana Newspapers
Awesome Hungarian Nlp ⭐ 133
A curated list of NLP resources for Hungarian
Danlp ⭐ 131
DaNLP is a repository for Natural Language Processing resources for the Danish Language.
Dan Jurafsky Chris Manning Nlp ⭐ 129
My solution to the Natural Language Processing course made by Dan Jurafsky, Chris Manning in Winter 2012.
Bert Sklearn ⭐ 119
a sklearn wrapper for Google's BERT model
Crf Layer On The Top Of Bilstm ⭐ 118
The CRF Layer was implemented by using Chainer 2.0. Please see more details here: https://createmomo.github.io/2017/09/12/CRF_Layer_on_the_Top_of_BiLSTM_1/
Bond ⭐ 114
BOND: BERT-Assisted Open-Domain Name Entity Recognition with Distant Supervision
Chinesener ⭐ 112
基于Bi-GRU + CRF 的中文机构名、人名识别, 支持google bert模型
Multilstm ⭐ 111
keras attentional bi-LSTM-CRF for Joint NLU (slot-filling and intent detection) with ATIS
1-100 of 593 projects

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