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The Top 131 Named Entity Recognition Open Source Projects

Categories > Machine Learning > Named Entity Recognition
Hanlp ⭐ 22,987
中文分词 词性标注 命名实体识别 依存句法分析 语义依存分析 新词发现 关键词短语提取 自动摘要 文本分类聚类 拼音简繁转换 自然语言处理
Spacy ⭐ 20,614
💫 Industrial-strength Natural Language Processing (NLP) in Python
Nlp Progress ⭐ 18,607
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 ⭐ 10,448
A very simple framework for state-of-the-art Natural Language Processing (NLP)
Compromise ⭐ 9,862
modest natural-language processing
Corenlp ⭐ 8,011
Stanford CoreNLP: A Java suite of core NLP tools.
Stanza ⭐ 5,461
Official Stanford NLP Python Library for Many Human Languages
Deeppavlov ⭐ 5,236
An open source library for deep learning end-to-end dialog systems and chatbots.
Bert Bilstm Crf Ner ⭐ 3,601
Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning And private Server services
Snips Nlu ⭐ 3,504
Snips Python library to extract meaning from text
Agriculture_knowledgegraph ⭐ 2,734
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 ⭐ 2,426
Transformers for Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
Lac ⭐ 2,399
百度NLP：分词，词性标注，命名实体识别，词重要性
Pyhanlp ⭐ 2,341
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
Spark Nlp ⭐ 2,190
State of the Art Natural Language Processing
Kashgari ⭐ 2,119
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.
Zh Ner Tf ⭐ 2,009
A very simple BiLSTM-CRF model for Chinese Named Entity Recognition 中文命名实体识别 (TensorFlow)
Sequence_tagging ⭐ 1,872
Named Entity Recognition (LSTM + CRF) - Tensorflow
Spacy Course ⭐ 1,838
👩‍🏫 Advanced NLP with spaCy: A free online course
Information Extraction Chinese ⭐ 1,820
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 ⭐ 1,733
Multi-Task Deep Neural Networks for Natural Language Understanding
Ncrfpp ⭐ 1,708
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.
Neuroner ⭐ 1,561
Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
Universal Data Tool ⭐ 1,430
Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.
Anago ⭐ 1,408
Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech Tagging and so on.
Named_entity_recognition ⭐ 1,102
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 ⭐ 1,080
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
Chinesener ⭐ 990
中文命名实体识别，实体抽取，tensorflow，pytorch，BiLSTM+CRF
Entity Recognition Datasets ⭐ 950
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.
Tf_ner ⭐ 889
Simple and Efficient Tensorflow implementations of NER models with tf.estimator and tf.data
Bert Ner ⭐ 886
Pytorch-Named-Entity-Recognition-with-BERT
Cluener2020 ⭐ 779
CLUENER2020 中文细粒度命名实体识别 Fine Grained Named Entity Recognition
Yedda ⭐ 732
YEDDA: A Lightweight Collaborative Text Span Annotation Tool. Code for ACL 2018 Best Demo Paper Nomination.
Chatito ⭐ 693
🎯🗯 Generate datasets for AI chatbots, NLP tasks, named entity recognition or text classification models using a simple DSL!
Seqeval ⭐ 567
A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
Ner Lstm ⭐ 538
Named Entity Recognition using multilayered bidirectional LSTM
Lightkg ⭐ 476
基于Pytorch和torchtext的知识图谱深度学习框架。
Awesome Persian Nlp Ir ⭐ 474
Curated List of Persian Natural Language Processing and Information Retrieval Tools and Resources
Transformers Tutorials ⭐ 442
Github repo with tutorials to fine tune transformers for diff NLP tasks
Open Semantic Search ⭐ 410
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)
Bert Multitask Learning ⭐ 409
BERT for Multitask Learning
Neuronlp2 ⭐ 406
Deep neural models for core NLP tasks (Pytorch version)
Autoner ⭐ 392
Learning Named Entity Tagger from Domain-Specific Dictionary
Spacy Streamlit ⭐ 384
👑 spaCy building blocks and visualizers for Streamlit apps
Vncorenlp ⭐ 381
A Vietnamese natural language processing toolkit (NAACL 2018)
Phobert ⭐ 364
PhoBERT: Pre-trained language models for Vietnamese (EMNLP-2020 Findings)
Spert ⭐ 348
PyTorch code for SpERT: Span-based Entity and Relation Transformer
Bertweet ⭐ 329
BERTweet: A pre-trained language model for English Tweets (EMNLP-2020)
Entity Recognition In Resumes Spacy ⭐ 322
Automatic Summarization of Resumes with NER -> Evaluate resumes at a glance through Named Entity Recognition
Named Entity Recognition Ner Papers ⭐ 318
An elaborate and exhaustive paper list for Named Entity Recognition (NER)
Informers ⭐ 313
State-of-the-art natural language processing for Ruby
Slot_filling_and_intent_detection_of_slu ⭐ 311
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 ⭐ 293
Named Entity Recognition
Textpipe ⭐ 291
Textpipe: clean and extract metadata from text
Named Entity Recognition With Bidirectional Lstm Cnns ⭐ 290
Named-Entity-Recognition-with-Bidirectional-LSTM-CNNs
Chatbot_ner ⭐ 282
chatbot_ner: Named Entity Recognition for chatbots.
Ner Bert Pytorch ⭐ 269
PyTorch solution of named entity recognition task Using Google AI's pre-trained BERT model.
Datashare ⭐ 262
Better analyze information, in all its forms
Pytorch Bert Crf Ner ⭐ 257
KoBERT와 CRF로 만든 한국어 개체명인식기 (BERT+CRF based Named Entity Recognition model for Korean)
Bilstm Lan ⭐ 254
Hierarchically-Refined Label Attention Network for Sequence Labeling
Bert_ner ⭐ 248
Ner with Bert
Multi Task Nlp ⭐ 248
multi_task_NLP is a utility toolkit enabling NLP developers to easily train and infer a single model for multiple tasks.
Fancy Nlp ⭐ 243
NLP for human. A fast and easy-to-use natural language processing (NLP) toolkit, satisfying your imagination about NLP.
Ner Datasets ⭐ 229
Datasets to train supervised classifiers for Named-Entity Recognition in different languages (Portuguese, German, Dutch, French, English)
Dilated Cnn Ner ⭐ 228
Dilated CNNs for NER in TensorFlow
Bertner ⭐ 221
ChineseNER based on BERT, with BiLSTM+CRF layer
Quickumls ⭐ 220
System for Medical Concept Extraction and Linking
Neural_sequence_labeling ⭐ 219
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.
Spacy Lookup ⭐ 217
Named Entity Recognition based on dictionaries
Pytorch_graph Rel ⭐ 214
A PyTorch implementation of GraphRel
Monpa ⭐ 211
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
Nlu ⭐ 210
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.
Chinsesner Pytorch ⭐ 202
基于BI-LSTM+CRF的中文命名实体识别 Pytorch
Bert Sklearn ⭐ 201
a sklearn wrapper for Google's BERT model
Spikex ⭐ 197
SpikeX - SpaCy Pipes for Knowledge Extraction
Medical Entity Recognition ⭐ 191
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
Gerbil ⭐ 184
GERBIL - General Entity annotatoR Benchmark
Persian Ner ⭐ 184
پیکره بزرگ شناسایی موجودیت‌های نامدار فارسی برچسب خورده
Bert Ner Tf ⭐ 178
Named Entity Recognition with BERT using TensorFlow 2.0
Vntk ⭐ 176
Vietnamese NLP Toolkit for Node
Open Semantic Etl ⭐ 168
Python based Open Source ETL tools for file crawling, document processing (text extraction, OCR), content analysis (Entity Extraction & Named Entity Recognition) & data enrichment (annotation) pipelines & ingestor to Solr or Elastic search index & linked data graph database
Ner ⭐ 166
命名体识别(NER)综述-论文-模型-代码(BiLSTM-CRF/BERT-CRF)-竞赛资源总结-随时更新
Solrtexttagger ⭐ 162
A text tagger based on Lucene / Solr, using FST technology
Crf Layer On The Top Of Bilstm ⭐ 161
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/
Fox ⭐ 158
Federated Knowledge Extraction Framework
Ner Corpora ⭐ 158
Named Entity Recognition data for Europeana Newspapers
Indonesian Nlp Resources ⭐ 157
data resource untuk NLP bahasa indonesia
Deeplearning_nlp ⭐ 154
基于深度学习的自然语言处理库
Ld Net ⭐ 148
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling
Camel_tools ⭐ 145
A suite of Arabic natural language processing tools developed by the CAMeL Lab at New York University Abu Dhabi.
Triggerner ⭐ 143
TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition (ACL 2020)
Ner Evaluation ⭐ 140
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
Chinesener ⭐ 139
基于Bi-GRU + CRF 的中文机构名、人名识别, 支持google bert模型
Bnlp ⭐ 139
BNLP is a natural language processing toolkit for Bengali Language.
Dan Jurafsky Chris Manning Nlp ⭐ 131
My solution to the Natural Language Processing course made by Dan Jurafsky, Chris Manning in Winter 2012.
Awesome Hungarian Nlp ⭐ 130
A curated list of NLP resources for Hungarian
Pymetamap ⭐ 128
Python wraper for MetaMap
Multilstm ⭐ 123
keras attentional bi-LSTM-CRF for Joint NLU (slot-filling and intent detection) with ATIS
Danlp ⭐ 118
DaNLP is a repository for Natural Language Processing resources for the Danish Language.
Bond ⭐ 116
BOND: BERT-Assisted Open-Domain Name Entity Recognition with Distant Supervision
1-100 of 131 projects
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Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
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Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
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Messaging 📦 98
Networking 📦 315
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Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
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User Interface 📦 330
User Interface Components 📦 514
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Web Servers 📦 26
Web User Interface 📦 210