Named Entity Recognition NLP Tools

There are 114 named entity recognition tools tracked. 6 score above 50 (established tier). The highest-rated is chakki-works/seqeval at 61/100 with 1,177 stars.

Get all 114 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	chakki-works/seqeval A Python framework for sequence labeling evaluation(named-entity...	61	Established	1,177	Python
2	Hironsan/anago Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech...	60	Established	1,484	Python
3	jbesomi/texthero Text preprocessing, representation and visualization from zero to hero.	54	Established	2,911	Python
4	hamelsmu/ktext Utilities for preprocessing text for deep learning with Keras	53	Established	180	Jupyter Notebook
5	asahi417/tner Language model fine-tuning on NER with an easy interface and cross-domain...	52	Established	396	Python
6	Franck-Dernoncourt/NeuroNER Named-entity recognition using neural networks. Easy-to-use and...	51	Established	1,720	Python
7	shibing624/nerpy 🌈 NERpy: Implementation of Named Entity Recognition using Python....	49	Emerging	118	Python
8	richardpaulhudson/holmes-extractor Information extraction from English and German texts based on predicate logic	48	Emerging	143	Python
9	napsternxg/TwitterNER Twitter named entity extraction for WNUT 2016...	47	Emerging	140	Jupyter Notebook
10	andychisholm/nel Entity linking framework	47	Emerging	180	Jupyter Notebook
11	weizhepei/BERT-NER Using pre-trained BERT models for Chinese and English NER with 🤗Transformers	46	Emerging	137	Python
12	thunlp/Few-NERD Code and data of ACL 2021 paper "Few-NERD: A Few-shot Named Entity...	45	Emerging	398	Python
13	singhsourabh/Resume-NER Applying BERT for named entity recognition on resumes.	44	Emerging	68	Python
14	SapienzaNLP/relik Retrieve, Read and LinK: Fast and Accurate Entity Linking and Relation...	44	Emerging	494	Python
15	dayyass/QaNER Unofficial implementation of QaNER: Prompting Question Answering Models for...	44	Emerging	65	Python
16	TimSchopf/KeyphraseVectorizers Set of vectorizers that extract keyphrases with part-of-speech patterns from...	44	Emerging	267	Python
17	machinelearningZH/zix_understandability-index Measure how understandable a German text is.	43	Emerging	11	Jupyter Notebook
18	currentslab/extractnet A fork of Dragnet that also extract author, headline, date, keywords from...	42	Emerging	300	HTML
19	msg-systems/holmes-extractor Information extraction from English and German texts based on predicate logic	42	Emerging	394	Python
20	esthicodes/Awesome-Swiss-German Multi-language Analyze text in 26 Cantonal Swiss German, Italian, German,...	41	Emerging	250	Jupyter Notebook
21	tomaarsen/SpanMarkerNER SpanMarker for Named Entity Recognition	41	Emerging	465	Jupyter Notebook
22	pyvandenbussche/transformers-ner Experiment on NER task using Huggingface state-of-the-art Transformers...	40	Emerging	40	Python
23	jinhangjiang/textregress TextRegress is a Python package designed to help researchers perform...	40	Emerging	7	Python
24	vngrs-ai/vnlp State-of-the-art, lightweight NLP tools for Turkish language. Developed by VNGRS.	40	Emerging	285	Python
25	kinivi/patent_ner_linking 📰 Named entitity recognition (NER) and Entity linking (EL) on the dataset of Patents	38	Emerging	16	Jupyter Notebook
26	Hironsan/neraug A text augmentation tool for named entity recognition.	38	Emerging	54	Python
27	camara94/natural-language-processing-tensorflow Natural Language processing in tensorflow	38	Emerging	15	Jupyter Notebook
28	Davisy/Detect-and-Translate-Text-Data How to detect language and translate text data into the language of your...	38	Emerging	11	Jupyter Notebook
29	izuna385/jel Japanese Entity Linker.	37	Emerging	11	Python
30	davidberenstein1957/concise-concepts This repository contains an easy and intuitive approach to few-shot NER...	37	Emerging	244	Python
31	cfiltnlp/HiNER This repository contains the HiNER dataset released with our paper at LREC 2022	37	Emerging	16	Jupyter Notebook
32	UKPLab/nessie Automatically detect errors in annotated corpora.	36	Emerging	48	Python
33	sayef/fsner Few-shot Named Entity Recognition	36	Emerging	120	Python
34	MaxLSB/le-carnet LeCarnet is a 2 M+ corpus of simple French stories	35	Emerging	10	Python
35	NeotomaDB/MetaExtractor A repository for the UBC MDS Capstone team to develop a metadata extractor...	35	Emerging	9	Jupyter Notebook
36	DespinaChristou/REDSandT Improving Distantly-Supervised Relation Extraction through BERT-based Label...	35	Emerging	24	Python
37	zamgi/lingvo--NER--German Named-entity recognition in German language using combined of deep neural...	34	Emerging	5	C#
38	zamgi/lingvo--PosTagger-NER-ru-dnn Part of speech tagging of words and Named-entity recognition in Russian...	34	Emerging	5	C#
39	di37/ner-electrical-engineering-finetuning This repository includes notebooks starting from data tokenization and...	33	Emerging	6	Jupyter Notebook
40	Rustem/textnano Minimal text dataset builder for ML students - zero dependencies, simple...	33	Emerging	6	Python
41	AdirthaBorgohain/NER-RE A Named Entity Recognition + Entity Linker + Relation Extraction Pipeline...	33	Emerging	44	Python
42	gluschenko/panlingo Collection of language detection libraries for .NET: FastText, CLD2, CLD3,...	32	Emerging	17	C#
43	avaapm/TurkishNamedEntityRecognition Source code and the details of the results in the paper "Named entity...	32	Emerging	4	Python
44	dsindex/ntagger reference pytorch code for named entity tagging	32	Emerging	87	Python
45	mpgxc/BERT.NER Feeding BILSTM with BERT Embeddings to finetuning model for NER (Named...	31	Emerging	4	Jupyter Notebook
46	AidaLog/Plain-Swahili-Dataset Plain swahili dastaset. Public sourced from public repositories	30	Emerging	2	—
47	menon92/BanglaNER Bangla Name Entity Recognition using SpaCy	30	Emerging	2	Python
48	code-kern-ai/sequence-learn With sequence-learn, you can build models for named entity recognition as...	30	Emerging	22	Python
49	dumitrescustefan/roner Named Entity Recognition for Romanian, based on transformer models	30	Emerging	13	Python
50	maikpaixao/nre-transformers Neural relation extraction (NRE) system that utilizes Transformer models,...	30	Emerging	2	Python
51	openredact/nerwhal This is a prototype of a multi-lingual suite for named-entity recognition in...	30	Emerging	21	Python
52	nicolay-r/bulk-ner Tiny no-string framework for a quick third-party models binding for entities...	29	Experimental	5	Python
53	Proteusiq/luga Blazing fast language detection using fastText model	29	Experimental	24	Python
54	dreji18/Bio-Epidemiology-NER Recognize bio-medical entities from a text corpus	28	Experimental	134	Python
55	Babelscape/cner CNER: Concept and Named Entity Recognition	27	Experimental	13	Jupyter Notebook
56	stevezheng23/sequence_labeling_tf Sequence Labeling in Tensorflow	27	Experimental	18	Python
57	Leftyx/NamedEntityRecognizer NER (Named Entity Recognition) implementation using a BERT/DistilBERT-based...	26	Experimental	23	C#
58	chnsh/BERT-NER-CoNLL This repository tries to implement BERT for NER by trying to follow the...	26	Experimental	23	Python
59	siddhant-savant/CulinaryNER Named Entity Recognition for Culinary Text - Trained spaCy model for...	26	Experimental	9	Python
60	vaibhavdangar09/NER-WITH-BERT The goal of this project is to develop a Named Entity Recognition (NER)...	25	Experimental	4	Jupyter Notebook
61	chayuto/thai-job-nlp-ner Efficient Named Entity Recognition (NER) for informal Thai job postings....	25	Experimental	1	Python
62	elenanereiss/bert-legal-ner Legal NER with huggingface Transformers	25	Experimental	7	Python
63	howdoiusekeyboard/indian-address-parser Production-grade NLP system for parsing Indian addresses using IndicBERTv2-CRF	23	Experimental	2	Python
64	jungsoh/transformers-named-entity-recognition Use of pre-trained transformer models from the Hugging Face library for...	23	Experimental	3	Jupyter Notebook
65	asahala/BabyLemmatizer State-of-the-art neural tagger and lemmatizer for ancient languages	23	Experimental	14	Python
66	sreekarvamsi/vehiclebert Domain-Specific NLP for Automotive Entities	22	Experimental	1	Python
67	chenjunyi1999/Medical-NER [NLP] A Named Entity Recognition project for the medical records (from...	22	Experimental	20	Python
68	Airfirm/nlp-03-text-exploration Web Mining and Applied NLP Project	22	Experimental	—	Jupyter Notebook
69	Airfirm/nlp-02-text-preprocessing Web Mining and Applied NLP	22	Experimental	—	Jupyter Notebook
70	ck-zhang/ObsidianLinker Obsidian note linker with a brain 🧠	22	Experimental	17	Python
71	Rashel375/paknevis 📜 Enhance your LibreOffice experience with Paknevis, a free Persian text...	22	Experimental	—	Python
72	Text2TCS/Towards-Learning-Terminological-Concept-Systems A pipeline approach to automatically extract terminological concept systems...	22	Experimental	6	Jupyter Notebook
73	jaywyawhare/Language-Prediction This project compares deep learning techniques for multilingual text...	22	Experimental	5	Jupyter Notebook
74	sazid1462/porn-filter-bi-gram-model Adult content/article detection tool for Bengali	21	Experimental	1	Java
75	ANR-kFLOW/Relation_extraction This Repo contains data/ code for event relation extraction	20	Experimental	2	Python
76	wenxueru/GraphNER Code repository for Type-supervised sequence labeling based on the...	20	Experimental	5	Python
77	balnarendrasapa/cybersecurity-ner Named-Entity-Recognition for Cybersecurity. This repository contains code...	19	Experimental	4	Jupyter Notebook
78	allanninal/keyword-extractor The Keyword Extractor leverages Hugging Face’s facebook/bart-large-mnli...	19	Experimental	4	JavaScript
79	COREtxt/hundate-core NLP modul for hungarian date-entity recognition and translation to specific...	19	Experimental	3	Python
80	anthonywchen/AmbER-Sets The official repository for "Evaluating Entity Disambiguation and the Role...	19	Experimental	20	Python
81	Text2TCS/Term-Extraction-With-Language-Models Extracting terms from text using XLM-R for token and sequence classification	19	Experimental	15	Jupyter Notebook
82	roma-glushko/spicy-rice 🍚An open source named entity annotator for your tiny/hobby spaCy NLP projects	18	Experimental	2	JavaScript
83	Horizon733/NeuralSpace-EntityExtractor-Sample Entity extractor component build for Rasa and Neuralspace	18	Experimental	2	Python
84	geasyheart/biaffine_dep biaffine dependency parser	18	Experimental	2	Python
85	s-mostafa-a/punctuation-prediction-with-NER Punctuation Prediction Using NER Models.	17	Experimental	1	Jupyter Notebook
86	softdevhassan/entify A comparative NER engine benchmarking a custom CRF model (90.32% F1, trained...	17	Experimental	1	HTML
87	jonasrenault/cprex Chemical Properties Relation Extraction	17	Experimental	1	Jupyter Notebook
88	phos-phophy/creed Relation extraction (RE) is the task of discovering entities' relations in...	17	Experimental	1	Jupyter Notebook
89	ethiopicai/Amharic-Text-Processor Modular Amharic text preprocessing toolkit with composable processors and pipeline.	15	Experimental	6	Python
90	mrtineu/fix-diacritic A machine learning pipeline that automatically restores missing diacritics...	14	Experimental	—	Python
91	mohamed-elkholy95/ner-system Named Entity Recognition system with BIO tagging, BiLSTM-CRF model, feature...	14	Experimental	—	Python
92	FurkanAlpGurakan/AYM-Karar-Tahmini-NLP Anayasa Mahkemesi (AYM) kararlarını Doğal Dil İşleme (NLP) ve RoBERTa modeli...	14	Experimental	—	Jupyter Notebook
93	aliahmad552/named-entity-recognition Named Entity Recognition using deep learning model (BiLSTM) I used bilstm...	14	Experimental	4	Jupyter Notebook
94	mahima20chauhan/NLP-Projects Collection of NLP projects including text processing and sentiment analysis...	14	Experimental	—	Jupyter Notebook
95	anjanrp/clinical-ner-mini Pretrained transformer NER evaluation on BC5CDR (Chemical/Disease) with...	13	Experimental	—	Python
96	Carla-verwijs/ml4nlp-ner-bert Named Entity Recognition with classical ML and BERT fine-tuning on...	13	Experimental	—	Jupyter Notebook
97	Tahsen77/Digital-Store High accuracy bilingual datasets for legal and governmental texts, focusing...	13	Experimental	—	HTML
98	ramisa2108/Bangla-Complex-Named-Entity-Recognition-Challenge Winning Solution for the Bangla Complex Named Entity Recognition Challenge -...	12	Experimental	7	Jupyter Notebook
99	geasyheart/biaffine_ner biaffine , ner	12	Experimental	8	Python
100	DALAI-project/Train_BERT_NER Code for training Finnish named entity recognition (NER) model based on BERT.	11	Experimental	—	Python
101	Nishtha031105/ner-ml-project Named Entity Recognition tool using NLP and React	11	Experimental	—	JavaScript
102	ALIKSARKAR/Bengali-POS-tagging-using-BNLP Machine Learning approach to Bengali Parts of Speech Tagging using BNLP.	11	Experimental	—	Jupyter Notebook
103	biopatternsg/bio_ner_tagger An experiment to tag ner entities related with biological molecular species...	11	Experimental	—	Prolog
104	Mostafanofal453/2.5-Million-Rows-Egyptian-Datasets-Collection More than two Million Rows Egyptian Datasets Collection for our Master's...	11	Experimental	4	—
105	dizys/nyu-nlp-final-project NYU NLP Final Project: Build a semantic role labeling system utilizing SOTA...	11	Experimental	—	Jupyter Notebook
106	wzkariampuzha/EpiExtract4GARD A second back-up of my creation: EpiExtract4GARD for the National Center for...	11	Experimental	—	Jupyter Notebook
107	sharmamht19/Semantic-Role-Labeling Developed an SRL system using statistical and neural models to label...	11	Experimental	—	PureBasic
108	umj95/Exploring_Historic_NER_Transferability Fine tuning and testing selected language models on historic German texts as...	11	Experimental	—	Jupyter Notebook
109	nxgeo/id-svo-extractor id-svo-extractor: Extract SVO triples from Indonesian text.	11	Experimental	—	Python
110	DALAI-project/NER_API API for performing named entity recognition from text input in Finnish.	11	Experimental	—	Python
111	fer-aguirre/ner_spanish A repository for extracting Named Entity Recognition (NER) in Spanish data.	11	Experimental	—	Jupyter Notebook
112	Pareek-Yash/Multi-Entity-Extraction Named Entity Extraction with custom BIO dataset. Using transformers library	11	Experimental	—	Jupyter Notebook
113	TEODE/zeebe-ner-worker A Zeebe named-entity recognition (NER) worker based on Hugging Face NLP pipeline	11	Experimental	—	Python
114	esceptico/lel Lightweight transformers-based NER pipeline.	10	Experimental	2	Python

Comparisons in this category

tner and NeuroNER (52 vs 51)