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The Top 551 Named Entity Recognition Open Source Projects

Categories > Machine Learning > Named Entity Recognition
Hanlp ⭐ 25,820
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
dependent packages 16total releases 42most recent commit 18 days ago
Spacy ⭐ 23,441
💫 Industrial-strength Natural Language Processing (NLP) in Python
dependent packages 805total releases 194most recent commit a day agopypi spacy} Downloads
Nlp Progress ⭐ 19,941
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.
most recent commit 2 months ago
Flair ⭐ 11,612
A very simple framework for state-of-the-art Natural Language Processing (NLP)
dependent packages 48total releases 27most recent commit 7 days agopypi flair} Downloads
Compromise ⭐ 10,198
modest natural-language processing
dependent packages 94total releases 138most recent commit a month agonpm compromise} Downloads
Corenlp ⭐ 8,407
Stanford CoreNLP: A Java suite of core NLP tools.
most recent commit 2 months ago
Stanza ⭐ 6,122
Official Stanford NLP Python Library for Many Human Languages
dependent packages 65total releases 15most recent commit 9 hours agopypi stanza} Downloads
Deeppavlov ⭐ 5,732
An open source library for deep learning end-to-end dialog systems and chatbots.
dependent packages 2total releases 45most recent commit 6 days agopypi deeppavlov} Downloads
Bert Bilstm Crf Ner ⭐ 3,550
Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning And private Server services
total releases 9most recent commit a year ago
Snips Nlu ⭐ 3,482
Snips Python library to extract meaning from text
dependent packages 3total releases 34most recent commit a year agopypi snips-nlu} Downloads
Simpletransformers ⭐ 3,038
Transformers for Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
dependent packages 13total releases 277most recent commit 2 months agopypi simpletransformers} Downloads
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
most recent commit 10 months ago
Spark Nlp ⭐ 2,734
State of the Art Natural Language Processing
dependent packages 2total releases 90most recent commit 4 days ago
Pyhanlp ⭐ 2,682
中文分词
dependent packages 4total releases 92most recent commit a month agopypi pyhanlp} Downloads
Lac ⭐ 2,370
百度NLP：分词，词性标注，命名实体识别，词重要性
dependent packages 7total releases 15most recent commit a year agopypi LAC} Downloads
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.
dependent packages 1total releases 11most recent commit a year agopypi kashgari-tf} Downloads
Spacy Course ⭐ 2,030
👩‍🏫 Advanced NLP with spaCy: A free online course
most recent commit 7 days ago
Mt Dnn ⭐ 1,956
Multi-Task Deep Neural Networks for Natural Language Understanding
most recent commit 2 months ago
Information Extraction Chinese ⭐ 1,916
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
most recent commit 3 months ago
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)
most recent commit 2 years ago
Sequence_tagging ⭐ 1,725
Named Entity Recognition (LSTM + CRF) - Tensorflow
most recent commit 3 years ago
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.
most recent commit 2 years ago
Universal Data Tool ⭐ 1,612
Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.
most recent commit 23 days ago
Harvesttext ⭐ 1,452
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）
total releases 35most recent commit 3 months ago
Neuroner ⭐ 1,437
Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
total releases 7most recent commit 2 years ago
Anago ⭐ 1,428
Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech Tagging and so on.
total releases 14most recent commit 4 months ago
Entity Recognition Datasets ⭐ 1,148
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.
most recent commit 16 days ago
Deepke ⭐ 1,144
An Open Toolkit for Knowledge Base Population（由浙江大学贡献的开源知识图谱抽取与构建工具）
total releases 96most recent commit 6 days ago
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）
most recent commit a year ago
Underthesea ⭐ 951
Underthesea - Vietnamese NLP Toolkit
dependent packages 4total releases 97most recent commit 2 months agopypi underthesea} Downloads
Cluener2020 ⭐ 924
CLUENER2020 中文细粒度命名实体识别 Fine Grained Named Entity Recognition
most recent commit 6 months ago
Bert Ner ⭐ 872
Pytorch-Named-Entity-Recognition-with-BERT
most recent commit a year ago
Yedda ⭐ 835
YEDDA: A Lightweight Collaborative Text Span Annotation Tool. Code for ACL 2018 Best Demo Paper Nomination.
most recent commit a month ago
Tf_ner ⭐ 782
Simple and Efficient Tensorflow implementations of NER models with tf.estimator and tf.data
most recent commit 3 years ago
Chatito ⭐ 755
🎯🗯 Generate datasets for AI chatbots, NLP tasks, named entity recognition or text classification models using a simple DSL!
dependent packages 3total releases 29most recent commit 2 months agonpm chatito} Downloads
Chinesener ⭐ 728
中文命名实体识别，实体抽取，tensorflow，pytorch，BiLSTM+CRF
most recent commit 2 years ago
Seqeval ⭐ 581
A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
dependent packages 42total releases 24most recent commit a year agopypi seqeval} Downloads
Awesome Persian Nlp Ir ⭐ 550
Curated List of Persian Natural Language Processing and Information Retrieval Tools and Resources
most recent commit a month ago
Spacy Streamlit ⭐ 532
👑 spaCy building blocks and visualizers for Streamlit apps
total releases 14most recent commit 2 months ago
Open Semantic Search ⭐ 531
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)
most recent commit 3 months ago
Ner Lstm ⭐ 528
Named Entity Recognition using multilayered bidirectional LSTM
most recent commit 3 years ago
Nlu ⭐ 509
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.
most recent commit 6 days ago
Name Dataset ⭐ 494
The Python library for names.
most recent commit 19 days ago
M3tl ⭐ 470
BERT for Multitask Learning
most recent commit 2 months ago
Bertweet ⭐ 445
BERTweet: A pre-trained language model for English Tweets (EMNLP-2020)
most recent commit 3 days ago
Phobert ⭐ 445
PhoBERT: Pre-trained language models for Vietnamese (EMNLP-2020 Findings)
most recent commit 3 days ago
Cogcomp Nlp ⭐ 431
CogComp's Natural Language Processing Libraries and Demos: Modules include lemmatizer, ner, pos, prep-srl, quantifier, question type, relation-extraction, similarity, temporal normalizer, tokenizer, transliteration, verb-sense, and more.
most recent commit 4 months ago
Datashare ⭐ 419
Better analyze information, in all its forms
total releases 90most recent commit 2 days ago
Spert ⭐ 419
PyTorch code for SpERT: Span-based Entity and Relation Transformer
most recent commit 6 months ago
Vncorenlp ⭐ 391
A Vietnamese natural language processing toolkit (NAACL 2018)
most recent commit 10 months ago
Informers ⭐ 388
State-of-the-art natural language processing for Ruby
total releases 4most recent commit 4 months ago
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
total releases 5most recent commit 2 years ago
Neuronlp2 ⭐ 358
Deep neural models for core NLP tasks (Pytorch version)
most recent commit 2 years ago
Named Entity Recognition Ner Papers ⭐ 342
An elaborate and exhaustive paper list for Named Entity Recognition (NER)
most recent commit 4 months ago
Pytorch Bert Crf Ner ⭐ 340
KoBERT와 CRF로 만든 한국어 개체명인식기 (BERT+CRF based Named Entity Recognition model for Korean)
most recent commit a month ago
Chatbot_ner ⭐ 312
chatbot_ner: Named Entity Recognition for chatbots.
total releases 6most recent commit 17 days ago
Ner Bert Pytorch ⭐ 306
PyTorch solution of named entity recognition task Using Google AI's pre-trained BERT model.
most recent commit 4 months ago
Textpipe ⭐ 290
Textpipe: clean and extract metadata from text
total releases 39most recent commit a year ago
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
most recent commit a year ago
Ner ⭐ 276
Named Entity Recognition
most recent commit 2 years ago
Ner Datasets ⭐ 270
Datasets to train supervised classifiers for Named-Entity Recognition in different languages (Portuguese, German, Dutch, French, English)
most recent commit 4 months ago
Autoner ⭐ 269
Learning Named Entity Tagger from Domain-Specific Dictionary
most recent commit 3 years ago
Multi Task Nlp ⭐ 269
multi_task_NLP is a utility toolkit enabling NLP developers to easily train and infer a single model for multiple tasks.
most recent commit 4 months ago
Few Nerd ⭐ 268
Code and data of ACL 2021 paper "Few-NERD: A Few-shot Named Entity Recognition Dataset"
most recent commit 9 days ago
Quickumls ⭐ 251
System for Medical Concept Extraction and Linking
total releases 6most recent commit 5 months ago
Fancy Nlp ⭐ 246
NLP for human. A fast and easy-to-use natural language processing (NLP) toolkit, satisfying your imagination about NLP.
total releases 6most recent commit 9 months ago
Bilstm Lan ⭐ 243
Hierarchically-Refined Label Attention Network for Sequence Labeling
most recent commit a year ago
Transformers Tutorials ⭐ 242
Github repo with tutorials to fine tune transformers for diff NLP tasks
most recent commit 2 years ago
Named Entity Recognition With Bidirectional Lstm Cnns ⭐ 241
Named-Entity-Recognition-with-Bidirectional-LSTM-C
most recent commit 2 years ago
Ckip Transformers ⭐ 238
CKIP Transformers
most recent commit 3 months ago
Pytorch_graph Rel ⭐ 235
A PyTorch implementation of GraphRel
most recent commit 3 months ago
Openue ⭐ 227
OpenUE是一个轻量级知识图谱抽取工具 (An Open Toolkit for Universal Extraction from Text published at EMNLP2020: https://aclanthology.org/2020.emnlp-demos.1.pdf)
total releases 17most recent commit 18 days ago
Entity Recognition In Resumes Spacy ⭐ 223
Automatic Summarization of Resumes with NER -> Evaluate resumes at a glance through Named Entity Recognition
most recent commit 3 years ago
Bertner ⭐ 223
ChineseNER based on BERT, with BiLSTM+CRF layer
most recent commit a year ago
Camel_tools ⭐ 223
A suite of Arabic natural language processing tools developed by the CAMeL Lab at New York University Abu Dhabi.
total releases 16most recent commit 2 days ago
Spikex ⭐ 220
SpikeX - SpaCy Pipes for Knowledge Extraction
total releases 5most recent commit 10 months ago
Bert_ner ⭐ 215
Ner with Bert
most recent commit 3 years ago
Dilated Cnn Ner ⭐ 214
Dilated CNNs for NER in TensorFlow
most recent commit 3 years ago
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
total releases 9most recent commit 8 months ago
Spacy Lookup ⭐ 190
Named Entity Recognition based on dictionaries
total releases 6most recent commit 3 years ago
Gerbil ⭐ 187
GERBIL - General Entity annotatoR Benchmark
most recent commit 9 months ago
W2ner ⭐ 186
Source code for AAAI 2022 paper: Unified Named Entity Recognition as Word-Word Relation Classification
most recent commit 8 days ago
Bert Ner Tf ⭐ 184
Named Entity Recognition with BERT using TensorFlow 2.0
most recent commit 9 months ago
Persian Ner ⭐ 184
پیکره بزرگ شناسایی موجودیت‌های نامدار فارسی برچسب خورده
most recent commit a year ago
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.
most recent commit 3 years ago
Crf Layer On The Top Of Bilstm ⭐ 181
The CRF Layer was implemented by using Chainer 2.0. Please see more details here: https://createmomo.github.io/2017/09/12/CRF_Layer_
most recent commit 2 months ago
Ace ⭐ 168
[ACL-IJCNLP 2021] Automated Concatenation of Embeddings for Structured Prediction
most recent commit a month ago
Banglabert ⭐ 166
This repository contains the official release of the model "BanglaBERT" and associated downstream finetuning code and datasets introduced in the paper titled "BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Bangla" accpeted in Findings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics: NAACL-2022.
most recent commit 15 days ago
Bnlp ⭐ 165
BNLP is a natural language processing toolkit for Bengali Language.
total releases 16most recent commit 3 months ago
Fox ⭐ 163
Federated Knowledge Extraction Framework
most recent commit 3 months ago
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
most recent commit 2 years ago
Solrtexttagger ⭐ 161
A text tagger based on Lucene / Solr, using FST technology
dependent packages 3total releases 8most recent commit 2 years ago
Bert Bilstm Crf Ner Pytorch ⭐ 160
Pytorch BERT-BiLSTM-CRF For NER
most recent commit 2 years ago
Triggerner ⭐ 157
TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition (ACL 2020)
most recent commit 8 months ago
Vntk ⭐ 155
Vietnamese NLP Toolkit for Node
dependent packages 1total releases 15most recent commit 2 years agonpm vntk} Downloads
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
most recent commit 7 months ago
Deeplearning_nlp ⭐ 149
基于深度学习的自然语言处理库
most recent commit 4 years ago
Bern ⭐ 146
A neural named entity recognition and multi-type normalization tool for biomedical text mining
most recent commit a month ago
Awesome Hungarian Nlp ⭐ 146
A curated list of NLP resources for Hungarian
most recent commit a month ago
Ld Net ⭐ 145
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling
most recent commit 2 years ago
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