The Top 121 Named Entity Recognition Open Source Projects

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The Top 121 Named Entity Recognition Open Source Projects

Categories > Machine Learning > Named Entity Recognition

Hanlp ⭐ 22,178

Natural Language Processing for the next decade. Tokenization, Part-of-Speech Tagging, Named Entity Recognition, Syntactic & Semantic Dependency Parsing, Document Classification

Spacy ⭐ 19,720

💫 Industrial-strength Natural Language Processing (NLP) in Python

Nlp Progress ⭐ 17,893

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 ⭐ 9,993

A very simple framework for state-of-the-art Natural Language Processing (NLP)

Compromise ⭐ 9,735

modest natural-language processing

Corenlp ⭐ 7,837

Stanford CoreNLP: A Java suite of core NLP tools.

Stanza ⭐ 5,222

Official Stanford NLP Python Library for Many Human Languages

Deeppavlov ⭐ 5,039

An open source library for deep learning end-to-end dialog systems and chatbots.

Snips Nlu ⭐ 3,454

Snips Python library to extract meaning from text

Bert Bilstm Crf Ner ⭐ 3,419

Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning And private Server services

Agriculture_knowledgegraph ⭐ 2,611

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

百度NLP：分词，词性标注，命名实体识别，词重要性

Pyhanlp ⭐ 2,186

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

Simpletransformers ⭐ 2,124

Transformers for Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI

Kashgari ⭐ 2,039

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.

Spark Nlp ⭐ 1,976

State of the Art Natural Language Processing

Zh Ner Tf ⭐ 1,957

A very simple BiLSTM-CRF model for Chinese Named Entity Recognition 中文命名实体识别 (TensorFlow)

Sequence_tagging ⭐ 1,850

Named Entity Recognition (LSTM + CRF) - Tensorflow

Spacy Course ⭐ 1,788

👩‍🏫 Advanced NLP with spaCy: A free online course

Information Extraction Chinese ⭐ 1,751

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

Ncrfpp ⭐ 1,670

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.

Mt Dnn ⭐ 1,632

Multi-Task Deep Neural Networks for Natural Language Understanding

Neuroner ⭐ 1,539

Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.

Anago ⭐ 1,386

Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech Tagging and so on.

Universal Data Tool ⭐ 1,347

Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.

Named_entity_recognition ⭐ 974

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 ⭐ 937

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 ⭐ 931

中文命名实体识别，实体抽取，tensorflow，pytorch，BiLSTM+CRF

Entity Recognition Datasets ⭐ 873

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.

Simple and Efficient Tensorflow implementations of NER models with tf.estimator and tf.data

Bert Ner ⭐ 817

Pytorch-Named-Entity-Recognition-with-BERT

YEDDA: A Lightweight Collaborative Text Span Annotation Tool. Code for ACL 2018 Best Demo Paper Nomination.

Cluener2020 ⭐ 679

CLUENER2020 中文细粒度命名实体识别 Fine Grained Named Entity Recognition

Chatito ⭐ 674

🎯🗯 Generate datasets for AI chatbots, NLP tasks, named entity recognition or text classification models using a simple DSL!

Ner Lstm ⭐ 534

Named Entity Recognition using multilayered bidirectional LSTM

Seqeval ⭐ 498

A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)

Awesome Persian Nlp Ir ⭐ 457

Curated List of Persian Natural Language Processing and Information Retrieval Tools and Resources

Lightkg ⭐ 446

基于Pytorch和torchtext的知识图谱深度学习框架。

Neuronlp2 ⭐ 395

Deep neural models for core NLP tasks (Pytorch version)

Open Semantic Search ⭐ 383

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)

Transformers Tutorials ⭐ 380

Github repo with tutorials to fine tune transformers for diff NLP tasks

Bert Multitask Learning ⭐ 372

BERT for Multitask Learning

Spacy Streamlit ⭐ 357

👑 spaCy building blocks and visualizers for Streamlit apps

Vncorenlp ⭐ 352

A Vietnamese natural language processing toolkit (NAACL 2018)

Autoner ⭐ 351

Learning Named Entity Tagger from Domain-Specific Dictionary

Phobert ⭐ 329

PhoBERT: Pre-trained language models for Vietnamese (EMNLP-2020 Findings)

Entity Recognition In Resumes Spacy ⭐ 311

Automatic Summarization of Resumes with NER -> Evaluate resumes at a glance through Named Entity Recognition

Informers ⭐ 305

State-of-the-art natural language processing for Ruby

Named Entity Recognition Ner Papers ⭐ 299

An elaborate and exhaustive paper list for Named Entity Recognition (NER)

Slot_filling_and_intent_detection_of_slu ⭐ 296

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

Named Entity Recognition

Named Entity Recognition With Bidirectional Lstm Cnns ⭐ 280

Named-Entity-Recognition-with-Bidirectional-LSTM-CNNs

Textpipe ⭐ 277

Textpipe: clean and extract metadata from text

Bertweet ⭐ 275

BERTweet: A pre-trained language model for English Tweets (EMNLP-2020)

Chatbot_ner ⭐ 274

chatbot_ner: Named Entity Recognition for chatbots.

Datashare ⭐ 253

Better analyze information, in all its forms

Ner Bert Pytorch ⭐ 246

PyTorch solution of named entity recognition task Using Google AI's pre-trained BERT model.

Bilstm Lan ⭐ 241

Hierarchically-Refined Label Attention Network for Sequence Labeling

Bert_ner ⭐ 240

Fancy Nlp ⭐ 232

NLP for human. A fast and easy-to-use natural language processing (NLP) toolkit, satisfying your imagination about NLP.

Pytorch Bert Crf Ner ⭐ 232

KoBERT와 CRF로 만든 한국어 개체명인식기 (BERT+CRF based Named Entity Recognition model for Korean)

Dilated Cnn Ner ⭐ 222

Dilated CNNs for NER in TensorFlow

Ner Datasets ⭐ 220

Datasets to train supervised classifiers for Named-Entity Recognition in different languages (Portuguese, German, Dutch, French, English)

Multi Task Nlp ⭐ 220

multi_task_NLP is a utility toolkit enabling NLP developers to easily train and infer a single model for multiple tasks.

Neural_sequence_labeling ⭐ 212

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 ⭐ 211

Named Entity Recognition based on dictionaries

Quickumls ⭐ 203

System for Medical Concept Extraction and Linking

Pytorch_graph Rel ⭐ 203

A PyTorch implementation of GraphRel

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

Bertner ⭐ 193

ChineseNER based on BERT, with BiLSTM+CRF layer

Persian Ner ⭐ 183

پیکره بزرگ شناسایی موجودیت‌های نامدار فارسی برچسب خورده

Medical Entity Recognition ⭐ 182

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 - General Entity annotatoR Benchmark

Bert Sklearn ⭐ 177

a sklearn wrapper for Google's BERT model

Chinsesner Pytorch ⭐ 172

基于BI-LSTM+CRF的中文命名实体识别 Pytorch

Vietnamese NLP Toolkit for Node

Open Semantic Etl ⭐ 164

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

Solrtexttagger ⭐ 162

A text tagger based on Lucene / Solr, using FST technology

Federated Knowledge Extraction Framework

Ner Corpora ⭐ 153

Named Entity Recognition data for Europeana Newspapers

Bert Ner Tf ⭐ 153

Named Entity Recognition with BERT using TensorFlow 2.0

Deeplearning_nlp ⭐ 152

基于深度学习的自然语言处理库

Crf Layer On The Top Of Bilstm ⭐ 148

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/

Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling

Triggerner ⭐ 138

TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition (ACL 2020)

Chinesener ⭐ 137

基于Bi-GRU + CRF 的中文机构名、人名识别, 支持google bert模型

Indonesian Nlp Resources ⭐ 128

data resource untuk NLP bahasa indonesia

Ner Evaluation ⭐ 127

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

BNLP is a natural language processing toolkit for Bengali Language.

Dan Jurafsky Chris Manning Nlp ⭐ 123

My solution to the Natural Language Processing course made by Dan Jurafsky, Chris Manning in Winter 2012.

Camel_tools ⭐ 122

A suite of Arabic natural language processing tools developed by the CAMeL Lab at New York University Abu Dhabi.

Multilstm ⭐ 122

keras attentional bi-LSTM-CRF for Joint NLU (slot-filling and intent detection) with ATIS

Pymetamap ⭐ 119

Python wraper for MetaMap

Awesome Hungarian Nlp ⭐ 118

A curated list of NLP resources for Hungarian

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

DaNLP is a repository for Natural Language Processing resources for the Danish Language.

A pythonic wrapper for Stanford CoreNLP.

Open Semantic Entity Search Api ⭐ 97

Open Source REST API for named entity extraction, named entity linking, named entity disambiguation, recommendation & reconciliation of entities like persons, organizations and places for (semi)automatic semantic tagging & analysis of documents by linked data knowledge graph like SKOS thesaurus, RDF ontology, database(s) or list(s) of names

BOND: BERT-Assisted Open-Domain Name Entity Recognition with Distant Supervision

Bi Lstm Crf Ner Tf2.0 ⭐ 93

Named Entity Recognition (NER) task using Bi-LSTM-CRF model implemented in Tensorflow 2.0(tensorflow2.0 +)

1-100 of 121 projects

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

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

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

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

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210