#Named-entity-recognition

Showing 57 of 57 repositories tagged #named-entity-recognition, ranked by stars

hankcs
hankcs
HanLP

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

Score
94
★ 36.4k ⑂ 10.9k +13/day
Python
explosion
explosion
spaCy

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

Score
100
★ 33.7k ⑂ 4.7k +10/day
Python
sebastianruder
sebastianruder
NLP-progress

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.

Score
69
★ 23.0k ⑂ 3.6k +2/day
Python
flairNLP
flairNLP
flair

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

Score
75
★ 14.4k ⑂ 2.1k
Python
data-privacy-stack
data-privacy-stack
presidio

An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines.

Score
88
★ 9.9k ⑂ 1.2k +54/day
Python
stanfordnlp
stanfordnlp
stanza

Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages

Score
81
★ 7.8k ⑂ 946 +1/day
Python
deeppavlov
deeppavlov
DeepPavlov

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

Score
62
★ 7.0k ⑂ 1.2k +1/day
Python
zjunlp
zjunlp
DeepKE

[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction

Score
100
★ 4.4k ⑂ 745 +1/day
Python
JohnSnowLabs
JohnSnowLabs
spark-nlp

State of the Art Natural Language Processing

Score
100
★ 4.1k ⑂ 743 +1/day
Scala
baidu
baidu
lac

百度NLP:分词,词性标注,命名实体识别,词重要性

Score
56
★ 4.0k ⑂ 590 +3/day
C++
snipsco
snipsco
snips-nlu

Snips Python library to extract meaning from text

Score
50
★ 4.0k ⑂ 504
Python
explosion
explosion
spacy-course

👩‍🏫 Advanced NLP with spaCy: A free online course

Score
100
★ 2.4k ⑂ 376
Python
BrikerMan
BrikerMan
Kashgari

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.

Score
94
★ 2.4k ⑂ 431
Python
namisan
namisan
mt-dnn

Multi-Task Deep Neural Networks for Natural Language Understanding

Score
88
★ 2.3k ⑂ 408
Python
UniversalDataTool
UniversalDataTool
universal-data-tool

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

Score
69
★ 2.1k ⑂ 199
JavaScript
jiesutd
jiesutd
NCRFpp

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.

Score
81
★ 1.9k ⑂ 438
Python
Franck-Dernoncourt
Franck-Dernoncourt
NeuroNER

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

Score
75
★ 1.7k ⑂ 472
Python
Hironsan
Hironsan
anago

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

Score
56
★ 1.5k ⑂ 359
Python
explosion
explosion
spacy-llm

🦙 Integrating LLMs into structured NLP pipelines

Score
85
★ 1.4k ⑂ 107 +1/day
Python
Tongjilibo
Tongjilibo
bert4torch

An elegent pytorch implement of transformers

Score
92
★ 1.3k ⑂ 168
Python
JohnSnowLabs
JohnSnowLabs
nlu

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.

Score
38
★ 966 ⑂ 139
Python
guillaumegenthial
guillaumegenthial
tf_ner

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

Score
44
★ 925 ⑂ 272
Python
monarch-initiative
monarch-initiative
ontogpt

LLM-based ontological extraction tools, including SPIRES

Score
77
★ 923 ⑂ 119 +3/day
Jupyter Notebook
The-FinAI
The-FinAI
PIXIU

This repository introduces PIXIU, an open-source resource featuring the first financial large language models (LLMs), instruction tuning data, and evaluation benchmarks to holistically assess financial LLMs. Our goal is to continually push forward the open-source development of financial artificial intelligence (AI).

Score
0
★ 873 ⑂ 119 +1/day
Jupyter Notebook
abhimishra91
abhimishra91
transformers-tutorials

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

Score
44
★ 863 ⑂ 195
Jupyter Notebook
explosion
explosion
spacy-streamlit

👑 spaCy building blocks and visualizers for Streamlit apps

Score
38
★ 858 ⑂ 114
Python
VinAIResearch
VinAIResearch
PhoBERT

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

Score
31
★ 788 ⑂ 112
ICIJ
ICIJ
datashare

A self‑hosted search engine for documents

Score
0
★ 742 ⑂ 69
Java
vncorenlp
vncorenlp
VnCoreNLP

A Vietnamese natural language processing toolkit (NAACL 2018)

Score
25
★ 669 ⑂ 154
Java
VinAIResearch
VinAIResearch
BERTweet

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

Score
19
★ 609 ⑂ 55 +1/day
Python
ukairia777
ukairia777
tensorflow-nlp-tutorial

tensorflow를 사용하여 텍스트 전처리부터, Topic Models, BERT, GPT, LLM과 같은 최신 모델의 다운스트림 태스크들을 정리한 Deep Learning NLP 저장소입니다.

Score
69
★ 577 ⑂ 286
Jupyter Notebook
hitz-zentroa
hitz-zentroa
GoLLIE

Guideline following Large Language Model for Information Extraction

Score
46
★ 442 ⑂ 27 +1/day
Python
thoughtbot
thoughtbot
top_secret

Filter sensitive information from free text before sending it to external services or APIs, such as chatbots and LLMs.

Score
62
★ 406 ⑂ 11 +1/day
Ruby
leduckhai
leduckhai
MultiMed

[LREC-COLING 2024 (Oral), Interspeech 2024 (Oral), NAACL 2025, ACL 2025, EMNLP 2025] A Series of Multilingual Multitask Medical Speech Processing

Score
62
★ 379 ⑂ 37
Python
yongzhuo
yongzhuo
Pytorch-NLU

中文文本分类、序列标注工具包(pytorch),支持中文长文本、短文本的多类、多标签分类任务,支持中文命名实体识别、词性标注、分词、抽取式文本摘要等序列标注任务。 Chinese text classification and sequence labeling toolkit, supports multi class and multi label classification, text similsrity, text summary and NER.

Score
12
★ 357 ⑂ 52 +1/day
Python
deeppavlov
deeppavlov
ner

Named Entity Recognition

Score
31
★ 337 ⑂ 64
Python
samueldobbie
samueldobbie
markup

A web-based document annotation tool, powered by GPT-4 :rocket:

Score
75
★ 267 ⑂ 32
TypeScript
d5555
d5555
TagEditor

🏖TagEditor - Annotation tool for spaCy

Score
50
★ 193 ⑂ 11
zjunlp
zjunlp
OneKE

[WWW 2025] A Dockerized Schema-Guided LLM Agent-based Knowledge Extraction System.

Score
25
★ 180 ⑂ 22
HTML
pkuserc
pkuserc
ChatGPT_for_IE

Evaluating ChatGPT’s Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness

Score
31
★ 143 ⑂ 9
Python
FreedomIntelligence
FreedomIntelligence
Evaluation-of-ChatGPT-on-Information-Extraction

An Evaluation of ChatGPT on Information Extraction task, including Named Entity Recognition (NER), Relation Extraction (RE), Event Extraction (EE) and Aspect-based Sentiment Analysis (ABSA).

Score
23
★ 134 ⑂ 11
Python
aymara
aymara
lima

The Libre Multilingual Analyzer, a Natural Language Processing (NLP) C++ toolkit.

Score
50
★ 119 ⑂ 20
C++
Ankit-Kumar-Saini
Ankit-Kumar-Saini
Coursera_Deep_Learning_Specialization

Implementation of Logistic Regression, MLP, CNN, RNN & LSTM from scratch in python. Training of deep learning models for image classification, object detection, and sequence processing (including transformers implementation) in TensorFlow.

Score
19
★ 102 ⑂ 62 +2/day
Jupyter Notebook
opensemanticsearch
opensemanticsearch
open-semantic-search-apps

Python/Django based webapps and web user interfaces for search, structure (meta data management like thesaurus, ontologies, annotations and named entities) and data import (ETL like text extraction, OCR and crawling filesystems or websites)

Score
6
★ 100 ⑂ 38
CSS
ukairia777
ukairia777
pytorch-nlp-tutorial

pytorch를 사용하여 텍스트 전처리부터 RAG, 에이전트, LLM 파인튜닝을 정리한 Deep Learning NLP 저장소입니다.

Score
38
★ 99 ⑂ 47 +1/day
Jupyter Notebook
monologg
monologg
KoBERT-NER

NER Task with KoBERT (with Naver NLP Challenge dataset)

Score
0
★ 99 ⑂ 33
Python
explosion
explosion
healthsea

Healthsea is a spaCy pipeline for analyzing user reviews of supplementary products for their effects on health.

Score
12
★ 91 ⑂ 17
Python
benbusby
benbusby
namebuster

A tool for enumerating usernames from text, files, or websites

Score
0
★ 86 ⑂ 13 +1/day
Go
Flight-School
Flight-School
ner

A command-line utility for extracting names of people, places, and organizations from text on macOS.

Score
0
★ 73 ⑂ 1
Swift
dayyass
dayyass
QaNER

Unofficial implementation of QaNER: Prompting Question Answering Models for Few-shot Named Entity Recognition.

Score
25
★ 63 ⑂ 6
Python
daviden1013
daviden1013
llm-ie

A comprehensive toolkit that provides building blocks for LLM-based named entity recognition, attribute extraction, and relation extraction pipelines.

Score
54
★ 63 ⑂ 3
Python
datquocnguyen
datquocnguyen
jointRE

End-to-end neural relation extraction using deep biaffine attention (ECIR 2019)

Score
0
★ 48 ⑂ 9
Python
SilentFlame
SilentFlame
Named-Entity-Recognition

Corpus and a baseline neural network system for Named Entity Recognition in Hindi-English Code-Mixed social media text.

Score
6
★ 46 ⑂ 16
Python
Elysian01
Elysian01
Codify

Codify enables data scientists to perform all the tedious and time-consuming tasks such as EDA (exploratory data analysis), data cleaning, data pre-processing, data visualization, modeling, and evaluation in the data-science life cycle, by only conveying the logic of the task in natural language (English) and the system will automatically give out all the relevant python code snippets.

Score
0
★ 42 ⑂ 4
Python
mddunlap924
mddunlap924
PII-Detection

Personal Identifiable Information (PII) entity detection and performance enhancement with synthetic data generation

Score
15
★ 37 ⑂ 5
Python
Sreyan88
Sreyan88
ACLM

Code for ACL 2023 Paper: ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER

Score
8
★ 22 ⑂ 1
Python
YuxingLu613
YuxingLu613
Prompt-NER-Chinese

Apply prompt learning in Chinese NER tasks

Score
0
★ 13 ⑂ 1
Related Topics
#nlp#natural-language-processing#machine-learning#ner#deep-learning#text-classification#transformers#relation-extraction#bert#llm#python#pytorch

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