Named Entity Recognition Transformer Models

Tools and datasets for identifying and classifying named entities (persons, organizations, locations, etc.) in text using transformer models. Does NOT include coreference resolution, general text classification, or entity linking/disambiguation.

There are 44 named entity recognition models tracked. 1 score above 50 (established tier). The highest-rated is deeppavlov/AutoIntent at 60/100 with 53 stars and 72 monthly downloads.

Get all 44 projects as JSON

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

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#	Model	Score	Tier	Stars	Language
1	deeppavlov/AutoIntent Automated machine learning for text classification	60	Established	53	Python
2	Graphlet-AI/eridu Deep fuzzy matching people and company names for multilingual entity...	46	Emerging	3	Python
3	shushanxingzhe/transformers_ner Add CRF or LSTM+CRF for huggingface transformers bert to perform better on...	35	Emerging	62	Python
4	liuyukid/transformers-ner Pytorch-Named-Entity-Recognition-with-transformers	32	Emerging	210	Python
5	fran-martinez/bio_ner_bert BERT finetuned on NER downstream tasks	32	Emerging	15	Python
6	suamin/T2NER T2NER: Transformers based Transfer Learning Framework for Named Entity...	29	Experimental	11	Python
7	dsindex/iclassifier reference pytorch code for intent classification	27	Experimental	44	Python
8	di37/ner-electrical-engineering-finetuning This repository includes notebooks starting from data tokenization and...	26	Experimental	6	Jupyter Notebook
9	avaapm/TurkishNamedEntityRecognition Source code and the details of the results in the paper "Named entity...	25	Experimental	4	Python
10	nicolay-r/bulk-ner Tiny no-string framework for a quick third-party models binding for entities...	25	Experimental	5	Python
11	mpgxc/BERT.NER Feeding BILSTM with BERT Embeddings to finetuning model for NER (Named...	24	Experimental	4	Jupyter Notebook
12	maikpaixao/nre-transformers Neural relation extraction (NRE) system that utilizes Transformer models,...	23	Experimental	2	Python
13	menon92/BanglaNER Bangla Name Entity Recognition using SpaCy	23	Experimental	2	Python
14	Riccorl/transformer-srl Reimplementation of a BERT based model (Shi et al, 2019), currently the...	23	Experimental	71	Perl
15	EagleW/Chem-FINESE Official implementation of the EACL Findings 2024 paper: Chem-FINESE:...	22	Experimental	7	Python
16	bsantraigi/2023-IndoML-Datathon-Tutorial Intent Detection: From Sesame Street to LLMs #IndoML 2023 #Datathon #Tutorial	22	Experimental	8	Jupyter Notebook
17	eriknovak/model-ner-transformers The repository containing the NER model training and evaluation scripts...	22	Experimental	1	Python
18	howdoiusekeyboard/indian-address-parser Production-grade NLP system for parsing Indian addresses using IndicBERTv2-CRF	21	Experimental	2	Python
19	sreekarvamsi/vehiclebert Domain-Specific NLP for Automotive Entities	20	Experimental	1	Python
20	talmago/spacy_coref Lightweight cross-lingual coreference resolution with spaCy using ONNX...	19	Experimental	3	Python
21	Ahwar/NER-NLP-with-ONNX-Java A Java NLP application that identifies names, organizations, and locations...	18	Experimental	8	Java
22	elenanereiss/bert-legal-ner Legal NER with huggingface Transformers	18	Experimental	7	Python
23	Dim10p/relation-extraction-on-financial-documents This repository contains all the scripts and methodology for the Relations...	17	Experimental	4	Jupyter Notebook
24	Riccorl/transformers-ner Simple NER model, showcasing Transformer Embedder library.	16	Experimental	3	Python
25	Ritaprava95/Custom_Entity_Extraction_Spacy3.5 Making a custom entity extraction model using spacy 3.5 using both...	16	Experimental	3	Jupyter Notebook
26	jungsoh/transformers-named-entity-recognition Use of pre-trained transformer models from the Hugging Face library for...	16	Experimental	3	Jupyter Notebook
27	Nilanshrajput/Intent_classification Intent Classification with Hugging Face, Mlfow experiment tracking,...	15	Experimental	2	Python
28	dannyleo16/bert-ner-finetuning Fine-tuning BERT for Named Entity Recognition on Spanish emergency reports	14	Experimental	—	Jupyter Notebook
29	taeminlee/intent_classifier Korean Intention classifier with pytorch lightning ⚡	14	Experimental	1	Python
30	ANR-kFLOW/Relation_extraction This Repo contains data/ code for event relation extraction	13	Experimental	2	Python
31	LuisMiSanVe/TransformersNERTrainer Python script to train a NER AI Model	12	Experimental	3	Python
32	osainz59/XLREMed Code for the Cross-Lingual Transfer Learning for Medical Relation Extraction	12	Experimental	4	Python
33	balnarendrasapa/cybersecurity-ner Named-Entity-Recognition for Cybersecurity. This repository contains code...	12	Experimental	4	Jupyter Notebook
34	Anilsevinc/nlp-multitask-turkish-intent-analysis NLP-Based Topic and Intent Analysis for Turkish Phone Speech Transcriptions	12	Experimental	1	Python
35	CogComp/SRL-Spanish Semantic Role Labeling (SRL) for Spanish using transformers	12	Experimental	—	Python
36	anjanrp/clinical-ner-mini Pretrained transformer NER evaluation on BC5CDR (Chemical/Disease) with...	11	Experimental	—	Python
37	seanbenhur/tamilatis MultiTask Learning in Intent Detection and Slot Prediction for Tamil...	11	Experimental	—	Python
38	geasyheart/biaffine_dep biaffine dependency parser	11	Experimental	2	Python
39	Carla-verwijs/ml4nlp-ner-bert Named Entity Recognition with classical ML and BERT fine-tuning on...	11	Experimental	—	Jupyter Notebook
40	ncdisrup-ai/NLP-solutions NLP solutions for Summarization and NER (Named Entity Recognition)	10	Experimental	1	Python
41	StefanMicic/named-entity-recognition Named entity recognition using transformers	10	Experimental	1	Python
42	jonasrenault/cprex Chemical Properties Relation Extraction	10	Experimental	1	Jupyter Notebook
43	s-mostafa-a/punctuation-prediction-with-NER Punctuation Prediction Using NER Models.	10	Experimental	1	Jupyter Notebook
44	phos-phophy/creed Relation extraction (RE) is the task of discovering entities' relations in...	10	Experimental	1	Jupyter Notebook