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 29 named entity recognition models tracked. 1 score above 50 (established tier). The highest-rated is deeppavlov/AutoIntent at 60/100 with 53 stars.

Get all 29 projects as JSON

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

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

#	Model	Score	Tier	Stars	Language
1	deeppavlov/AutoIntent Automated machine learning for text classification	60	Established	53	Python
2	shushanxingzhe/transformers_ner Add CRF or LSTM+CRF for huggingface transformers bert to perform better on...	42	Emerging	62	Python
3	fran-martinez/bio_ner_bert BERT finetuned on NER downstream tasks	39	Emerging	15	Python
4	liuyukid/transformers-ner Pytorch-Named-Entity-Recognition-with-transformers	39	Emerging	210	Python
5	suamin/T2NER T2NER: Transformers based Transfer Learning Framework for Named Entity...	36	Emerging	11	Python
6	dsindex/iclassifier reference pytorch code for intent classification	34	Emerging	44	Python
7	Riccorl/transformer-srl Reimplementation of a BERT based model (Shi et al, 2019), currently the...	30	Emerging	71	Perl
8	EagleW/Chem-FINESE Official implementation of the EACL Findings 2024 paper: Chem-FINESE:...	29	Experimental	7	Python
9	bsantraigi/2023-IndoML-Datathon-Tutorial Intent Detection: From Sesame Street to LLMs #IndoML 2023 #Datathon #Tutorial	29	Experimental	8	Jupyter Notebook
10	eriknovak/model-ner-transformers The repository containing the NER model training and evaluation scripts...	29	Experimental	1	Python
11	Ahwar/NER-NLP-with-ONNX-Java A Java NLP application that identifies names, organizations, and locations...	25	Experimental	8	Java
12	talmago/spacy_coref Lightweight cross-lingual coreference resolution with spaCy using ONNX...	25	Experimental	3	Python
13	Dim10p/relation-extraction-on-financial-documents This repository contains all the scripts and methodology for the Relations...	24	Experimental	4	Jupyter Notebook
14	Ritaprava95/Custom_Entity_Extraction_Spacy3.5 Making a custom entity extraction model using spacy 3.5 using both...	23	Experimental	3	Jupyter Notebook
15	Riccorl/transformers-ner Simple NER model, showcasing Transformer Embedder library.	23	Experimental	3	Python
16	Nilanshrajput/Intent_classification Intent Classification with Hugging Face, Mlfow experiment tracking,...	22	Experimental	2	Python
17	taeminlee/intent_classifier Korean Intention classifier with pytorch lightning ⚡	21	Experimental	1	Python
18	osainz59/XLREMed Code for the Cross-Lingual Transfer Learning for Medical Relation Extraction	19	Experimental	4	Python
19	LuisMiSanVe/TransformersNERTrainer Python script to train a NER AI Model	19	Experimental	3	Python
20	Anilsevinc/nlp-multitask-turkish-intent-analysis NLP-Based Topic and Intent Analysis for Turkish Phone Speech Transcriptions	18	Experimental	1	Python
21	StefanMicic/named-entity-recognition Named entity recognition using transformers	17	Experimental	1	Python
22	ncdisrup-ai/NLP-solutions NLP solutions for Summarization and NER (Named Entity Recognition)	17	Experimental	1	Python
23	CogComp/SRL-Spanish Semantic Role Labeling (SRL) for Spanish using transformers	14	Experimental	—	Python
24	seanbenhur/tamilatis MultiTask Learning in Intent Detection and Slot Prediction for Tamil...	13	Experimental	—	Python
25	dannyleo16/bert-ner-finetuning Fine-tuning BERT for Named Entity Recognition on Spanish emergency reports	13	Experimental	—	Jupyter Notebook
26	Riccorl/ner-serve Simple NER model using Docker, FastAPI, ONNX and Multilingual Mini-LM.	12	Experimental	6	Python
27	konkinit/intent_classification ENSAE Machine Learning for Natural Language Processing project which...	11	Experimental	—	Python
28	SrajanByndoor/Named-Entity-Recognition-using-Deep-Learning-Models Develop and train a recurrent Neural Network model and a Transformer model...	10	Experimental	1	Jupyter Notebook
29	mohamedtaha77/Named-Entity-Recognition-App A Streamlit-based Named Entity Recognition (NER) app for news text using...	10	Experimental	1	Jupyter Notebook