Named Entity Recognition NLP Tools

There are 53 named entity recognition tools tracked. 4 score above 50 (established tier). The highest-rated is jbesomi/texthero at 61/100 with 2,911 stars and 1,470 monthly downloads.

Get all 53 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=named-entity-recognition&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	jbesomi/texthero Text preprocessing, representation and visualization from zero to hero.	61	Established	2,911	Python
2	chakki-works/seqeval A Python framework for sequence labeling evaluation(named-entity...	54	Established	1,177	Python
3	Hironsan/anago Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech...	53	Established	1,484	Python
4	asahi417/tner Language model fine-tuning on NER with an easy interface and cross-domain...	53	Established	396	Python
5	shibing624/nerpy 🌈 NERpy: Implementation of Named Entity Recognition using Python....	46	Emerging	118	Python
6	hamelsmu/ktext Utilities for preprocessing text for deep learning with Keras	46	Emerging	180	Jupyter Notebook
7	SapienzaNLP/relik Retrieve, Read and LinK: Fast and Accurate Entity Linking and Relation...	44	Emerging	494	Python
8	Franck-Dernoncourt/NeuroNER Named-entity recognition using neural networks. Easy-to-use and...	44	Emerging	1,720	Python
9	richardpaulhudson/holmes-extractor Information extraction from English and German texts based on predicate logic	41	Emerging	143	Python
10	andychisholm/nel Entity linking framework	40	Emerging	180	Jupyter Notebook
11	napsternxg/TwitterNER Twitter named entity extraction for WNUT 2016...	40	Emerging	140	Jupyter Notebook
12	weizhepei/BERT-NER Using pre-trained BERT models for Chinese and English NER with 🤗Transformers	39	Emerging	137	Python
13	machinelearningZH/zix_understandability-index Measure how understandable a German text is.	39	Emerging	11	Jupyter Notebook
14	thunlp/Few-NERD Code and data of ACL 2021 paper "Few-NERD: A Few-shot Named Entity...	38	Emerging	398	Python
15	singhsourabh/Resume-NER Applying BERT for named entity recognition on resumes.	37	Emerging	68	Python
16	TimSchopf/KeyphraseVectorizers Set of vectorizers that extract keyphrases with part-of-speech patterns from...	37	Emerging	267	Python
17	dayyass/QaNER Unofficial implementation of QaNER: Prompting Question Answering Models for...	37	Emerging	65	Python
18	Hironsan/neraug A text augmentation tool for named entity recognition.	35	Emerging	54	Python
19	currentslab/extractnet A fork of Dragnet that also extract author, headline, date, keywords from...	35	Emerging	300	HTML
20	msg-systems/holmes-extractor Information extraction from English and German texts based on predicate logic	35	Emerging	394	Python
21	tomaarsen/SpanMarkerNER SpanMarker for Named Entity Recognition	34	Emerging	465	Jupyter Notebook
22	esthicodes/Awesome-Swiss-German Multi-language Analyze text in 26 Cantonal Swiss German, Italian, German,...	34	Emerging	250	Jupyter Notebook
23	izuna385/jel Japanese Entity Linker.	33	Emerging	11	Python
24	vngrs-ai/vnlp State-of-the-art, lightweight NLP tools for Turkish language. Developed by VNGRS.	33	Emerging	285	Python
25	pyvandenbussche/transformers-ner Experiment on NER task using Huggingface state-of-the-art Transformers...	33	Emerging	40	Python
26	Davisy/Detect-and-Translate-Text-Data How to detect language and translate text data into the language of your...	31	Emerging	11	Jupyter Notebook
27	camara94/natural-language-processing-tensorflow Natural Language processing in tensorflow	31	Emerging	15	Jupyter Notebook
28	kinivi/patent_ner_linking 📰 Named entitity recognition (NER) and Entity linking (EL) on the dataset of Patents	31	Emerging	16	Jupyter Notebook
29	cfiltnlp/HiNER This repository contains the HiNER dataset released with our paper at LREC 2022	30	Emerging	16	Jupyter Notebook
30	davidberenstein1957/concise-concepts This repository contains an easy and intuitive approach to few-shot NER...	30	Emerging	244	Python
31	UKPLab/nessie Automatically detect errors in annotated corpora.	29	Experimental	48	Python
32	MaxLSB/le-carnet LeCarnet is a 2 M+ corpus of simple French stories	29	Experimental	10	Python
33	sayef/fsner Few-shot Named Entity Recognition	29	Experimental	120	Python
34	NeotomaDB/MetaExtractor A repository for the UBC MDS Capstone team to develop a metadata extractor...	28	Experimental	9	Jupyter Notebook
35	DespinaChristou/REDSandT Improving Distantly-Supervised Relation Extraction through BERT-based Label...	28	Experimental	24	Python
36	AdirthaBorgohain/NER-RE A Named Entity Recognition + Entity Linker + Relation Extraction Pipeline...	26	Experimental	44	Python
37	dumitrescustefan/roner Named Entity Recognition for Romanian, based on transformer models	26	Experimental	13	Python
38	gluschenko/panlingo Collection of language detection libraries for .NET: FastText, CLD2, CLD3,...	25	Experimental	17	C#
39	dsindex/ntagger reference pytorch code for named entity tagging	25	Experimental	87	Python
40	siddhant-savant/CulinaryNER Named Entity Recognition for Culinary Text - Trained spaCy model for...	24	Experimental	9	Python
41	code-kern-ai/sequence-learn With sequence-learn, you can build models for named entity recognition as...	23	Experimental	22	Python
42	openredact/nerwhal This is a prototype of a multi-lingual suite for named-entity recognition in...	23	Experimental	21	Python
43	Proteusiq/luga Blazing fast language detection using fastText model	22	Experimental	24	Python
44	dreji18/Bio-Epidemiology-NER Recognize bio-medical entities from a text corpus	21	Experimental	134	Python
45	stevezheng23/sequence_labeling_tf Sequence Labeling in Tensorflow	20	Experimental	18	Python
46	Babelscape/cner CNER: Concept and Named Entity Recognition	20	Experimental	13	Jupyter Notebook
47	Leftyx/NamedEntityRecognizer NER (Named Entity Recognition) implementation using a BERT/DistilBERT-based...	19	Experimental	23	C#
48	chnsh/BERT-NER-CoNLL This repository tries to implement BERT for NER by trying to follow the...	19	Experimental	23	Python
49	asahala/BabyLemmatizer State-of-the-art neural tagger and lemmatizer for ancient languages	16	Experimental	14	Python
50	ck-zhang/ObsidianLinker Obsidian note linker with a brain 🧠	15	Experimental	17	Python
51	chenjunyi1999/Medical-NER [NLP] A Named Entity Recognition project for the medical records (from...	15	Experimental	20	Python
52	Text2TCS/Term-Extraction-With-Language-Models Extracting terms from text using XLM-R for token and sequence classification	12	Experimental	15	Jupyter Notebook
53	anthonywchen/AmbER-Sets The official repository for "Evaluating Entity Disambiguation and the Role...	12	Experimental	20	Python

Comparisons in this category

tner and NeuroNER (53 vs 44)