BERT Text Classification NLP Tools

Tools for fine-tuning and applying BERT and transformer models to text classification tasks across single-label, multi-label, and multi-class scenarios. Does NOT include non-text sequence classification, general machine learning frameworks, or non-transformer baseline methods.

There are 122 bert text classification tools tracked. 3 score above 50 (established tier). The highest-rated is fidelity/textwiser at 58/100 with 58 stars.

Get all 122 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=bert-text-classification&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	fidelity/textwiser [AAAI 2021] TextWiser: Text Featurization Library	58	Established	58	Python
2	RandolphVI/Multi-Label-Text-Classification About Muti-Label Text Classification Based on Neural Network.	51	Established	561	Python
3	ThilinaRajapakse/pytorch-transformers-classification Based on the Pytorch-Transformers library by HuggingFace. To be used as a...	50	Established	312	Jupyter Notebook
4	ntumlgroup/LibMultiLabel A library for multi-class and multi-label classification	49	Emerging	13	Python
5	xuyige/BERT4doc-Classification Code and source for paper ``How to Fine-Tune BERT for Text Classification?``	48	Emerging	641	Python
6	allenai/scibert A BERT model for scientific text.	48	Emerging	1,677	Python
7	ncbi-nlp/bluebert BlueBERT, pre-trained on PubMed abstracts and clinical notes (MIMIC-III).	46	Emerging	588	Python
8	cjymz886/text_bert_cnn 在bert模型的pre_training基础上进行text_cnn文本分类	44	Emerging	78	Python
9	brightmart/bert_language_understanding Pre-training of Deep Bidirectional Transformers for Language Understanding:...	43	Emerging	967	Python
10	hooshvare/parsbert 🤗 ParsBERT: Transformer-based Model for Persian Language Understanding	42	Emerging	409	Jupyter Notebook
11	rubingshen/AugmentedSocialScientist A package to easily train Bert-like models for text classification	42	Emerging	18	Python
12	hellonlp/classifier-multi-label 多标签文本分类，多标签分类，文本分类, multi-label, classifier, text classification, BERT,...	42	Emerging	805	Python
13	yaleimeng/TextClassify_with_BERT 使用BERT模型做文本分类；面向工业用途	40	Emerging	224	Python
14	weizhenzhao/rasa_nlu Combine Tecent's bert as service model and rasa_nlu for text classification	40	Emerging	20	Python
15	hellonlp/classifier_multi_label multi-label，classifier，text...	39	Emerging	140	Python
16	maveryin/mixup-text Exploring mixup strategies for text classification	39	Emerging	31	Python
17	sb-ai-lab/MedBench https://arxiv.org/abs/2201.06499	38	Emerging	11	Jupyter Notebook
18	FKarl/short-text-classification This repository contains code to reproduce the results in our paper...	37	Emerging	45	Python
19	cdj0311/keras_bert_classification Bert-classification and bert-dssm implementation with keras.	37	Emerging	94	Python
20	StefanoSanvitoGroup/BERT-PSIE-TC A dataset of Curie temperatures automatically extracted from scientific...	37	Emerging	15	Jupyter Notebook
21	gyunggyung/ALBERT-Text-Classification ALBERT Text Classification Tensorflow, Resume Classification	37	Emerging	15	Python
22	taishan1994/pytorch_bert_chinese_text_classification 基于pytorch+bert的中文文本分类	36	Emerging	92	Python
23	brightmart/multi-label_classification transform multi-label classification as sentence pair task, with more...	36	Emerging	178	Python
24	dingyh0626/Bert-THUCNews-Classification Bert-based text classification	36	Emerging	14	Python
25	lonePatient/ERNIE-text-classification-pytorch This repo contains a PyTorch implementation of a pretrained ERNIE model for...	36	Emerging	60	Python
26	paulrinckens/bert-multi-class-classification Fine tune BERT for multi-class classification using the Huggingface library	34	Emerging	7	Jupyter Notebook
27	Nickzhou10/Text_Classification_With_Huggingface_BERTs Text Classification with Berts	34	Emerging	9	Python
28	scotthlee/injury-autocoding An ensemble of BERTs for classifying injury narratives	34	Emerging	6	Python
29	bhattbhavesh91/ktrain-tutorial Fine-tuning a BERT model using Ktrain \| Transfer Learning NLP \| Fine Tune...	34	Emerging	5	Jupyter Notebook
30	lonePatient/BERT-chinese-text-classification-pytorch This repo contains a PyTorch implementation of a pretrained BERT model for...	34	Emerging	109	Python
31	laddie132/Transformers-MLTC Transformers for Multi-Label Text Classification	33	Emerging	11	Python
32	kargaranamir/Hengam Hengam: An Adversarially Trained Transformer for Persian Temporal Tagging (AACL'22)	33	Emerging	11	Jupyter Notebook
33	joshchang1112/bert_gnn_arxiv Multi-class Classification with fine-tuned BERT & GNN	33	Emerging	46	Jupyter Notebook
34	sharavsambuu/mongolian-text-classification Cyrillic Mongolian text classification with tensorflow 2, and also some...	32	Emerging	32	Jupyter Notebook
35	ShomyLiu/pytorch_bert_elmo_example A text classification example with Bert/ELMo/GloVe in pytorch	32	Emerging	90	Python
36	albarsil/bert-textclassification A simple way to deploy BERT model for text classification trought SageMaker	32	Emerging	5	Python
37	FKarl/text-classification This repository is an extension of my short text classification repository....	31	Emerging	3	Python
38	fooSynaptic/BERTClassfier BERT trial for chinese corpus classfication	31	Emerging	7	Python
39	marcel8168/MedTextClassification Classification of medical texts to differentiate between human medical and...	31	Emerging	2	Jupyter Notebook
40	hellonlp/classifier_multi_label_seq2seq_attention multi-label，classifier，text...	31	Emerging	32	Python
41	hellonlp/classifier_multi_label_denses multi-label，classifier，text...	31	Emerging	28	Python
42	goerlitz/nlp-classification Experiments with (German) text classification using state-of-the-art Deep...	31	Emerging	4	Jupyter Notebook
43	fezateam/ftc_feza_text_classification Text classification tools for BERT models	31	Emerging	4	Python
44	abyanjan/Fine-Tune-BERT-for-Text-Classification Performing Text classification with fine-tuning BERT model using Tensorflow...	30	Emerging	16	Jupyter Notebook
45	xsqiii/albert-text-classification albert for text classification with tf2	30	Emerging	2	Python
46	cyk1337/BERT-Text-Classification-J Load Tensorflow pb file using Bert/TextCNNs, an ensemble model using Java.	30	Emerging	11	Java
47	Deali-Axy/bert-chinese-classifier 基于BERT模型的深度学习中文文本分类实现，包含大约20000条新闻的训练和测试集，包装有简单HTTP接口可供调用。	30	Emerging	24	Jupyter Notebook
48	pradeepdev-1995/databalancer Databalancer is the python library using in machine learning applications to...	29	Experimental	7	Python
49	IsaacRodgz/ConcatBERT Baseline model for multimodal classification based on images and text. Text...	29	Experimental	42	Jupyter Notebook
50	pavel-blinov/RuMedBench https://arxiv.org/abs/2201.06499	29	Experimental	29	Jupyter Notebook
51	AlexYangLi/iswc2020_prodcls ISWC2020 Semantic Web Challenge - Product Classification Top1 Solution	28	Experimental	15	Python
52	umassbento/ehrbert A fine-tuned BERT using EHR notes.	28	Experimental	14	—
53	SayamAlt/Language-Detection-using-fine-tuned-XLM-Roberta-Base-Transformer-Model Successfully developed a language detection transformer model that can...	27	Experimental	7	Jupyter Notebook
54	taishan1994/prompt_text_classification 基于prompt的中文文本分类。	27	Experimental	55	Python
55	BakingBrains/Multi-class_text_Classification Basics for Multi-class text Classification using different classifier algorithms.	27	Experimental	6	Jupyter Notebook
56	hppRC/bert-classification-tutorial-2024 【2024年版】BERTによるテキスト分類	27	Experimental	30	Python
57	jerry1993-tech/Text-CLS 开源hub是基于Tensorflow2.x的文本分类、对抗训练、标签平滑、处理样本不均衡	27	Experimental	12	Python
58	nlpie-research/Lightweight-Clinical-Transformers This project develops compact transformer models tailored for clinical text...	27	Experimental	18	Python
59	Masao-Taketani/japanese_text_classification To investigate various DNN text classifiers including MLP, CNN, RNN, BERT approaches.	27	Experimental	9	Jupyter Notebook
60	frederic89/bert_class_webapp 一个简单的Django框架下BERT文本分类网页程序，可以再次训练文本的多分类框架。(其实也不简单😆)	26	Experimental	5	Python
61	Luka0612/ChineseVLBert 中文领域的多模态Bert	26	Experimental	46	—
62	UdaraJay/tiny-router Compact multi-head text classifier for short, domain-neutral routing decisions.	26	Experimental	5	Python
63	rameshagowda/multilabel-text-clssifier Multi label and multi class text/NLP classifier using Python	25	Experimental	6	Jupyter Notebook
64	seijimorimoto/Parabel Implementation of Parabel (Partitioned Label Trees for Extreme...	25	Experimental	7	Python
65	haythemtellili/NLP-Multilabel-classification Train Multilabel NLP Classification using Pytroch and huggingface with...	25	Experimental	6	Python
66	LBM2020/BERT_text_classification_base A version of long text classification task using BERT which is implemented by Pytorch	24	Experimental	4	Python
67	samirsalman/PytorchLightning-BERT Reusable PytorchLightining implementation of BERT Classifier	24	Experimental	5	Python
68	yesdeepakmittal/document-classification-using-bert Document Classification using Bert \| 97 % accuracy \| FastAPI, Docker, Shell	24	Experimental	4	Jupyter Notebook
69	utkarsh-21st/Email-Classification-and-Deployment Multi-Label Text Classification by fine-tuning BERT and XLNet and deployment...	23	Experimental	14	Jupyter Notebook
70	FreeRotate/TextClassificationBERT 🚀 基于PyTorch的BERT文本分类框架	22	Experimental	25	Python
71	Akawi85/Email-classification-with-bert This repo implements sequence classification on emails using a pretrained...	22	Experimental	2	Jupyter Notebook
72	jiangnanboy/bert_text_classification_onnx bert text classification using onnx of(bert,albert,roberta,macbert and so on).	22	Experimental	2	Java
73	Xiaowen-JI/Semi-automation-of-systematic-review-of-clinical-trials-in-medical-psychology-with-BERT-models We employed pre-trained BERT models (distillBERT, BioBert, and SciBert) for...	21	Experimental	9	Jupyter Notebook
74	sadickam/sdg-classification-bert This repository powers a Streamlit app for classifying text with respect to...	21	Experimental	12	Python
75	Rvbens/non-coding-DNA-classifier Deep learning multi-label classifier of non-coding DNA sequences	20	Experimental	11	Jupyter Notebook
76	windisch-paul/o1 Data and code associated with the manuscript "Reasoning Models for Text...	20	Experimental	2	Jupyter Notebook
77	HRSadeghi/Kasreh_ezafeh In this repository, we provide a neural model based on BERT and BiLSTM...	20	Experimental	8	Python
78	DSXiangLi/SimpleClassification Simple Text Classification[WIP]	20	Experimental	11	Python
79	fxierh/NLP-Sentence-Classification Sentence classification with BERT.	19	Experimental	3	Python
80	microcoder-py/language-detection-multilingualBERT Using the pretrained BERT Multilingual model, a language detection model was...	19	Experimental	3	Python
81	simop07/multilabel_classification Developed and compared Logistic Regression and fine-tuned DistilBERT models...	19	Experimental	—	Python
82	fredzannarbor/pg19-enhancements BISAC classification and semantic tools for the DeepMind PG-19 language...	19	Experimental	—	Python
83	jkshfanfbun/bert-geosite-classification train a website classification model using data from geosite	19	Experimental	1	Python
84	scr4shdev/ai_text_classifier AI vs Human Text Classifier based on Multinomial Naive Bayes and DistilBERT...	18	Experimental	1	Python
85	plandes/medaCy_bertcrf_model_clinical_notes Clinical Notes Model for medaCy (BERT)	18	Experimental	2	Python
86	danaiamirali/reuters-text-classification Applying Transformer-based models to the imbalanced multi-label Reuters News...	18	Experimental	2	Python
87	simonEllershaw/Unsupervised_medical_BERT NLP experiments comparing unsupervised and supervised BERT finetuning...	18	Experimental	2	Jupyter Notebook
88	AkimfromParis/ner_japanese The biggest tech investor Masayoshi Son is back on Twitter since 2020 but in...	17	Experimental	1	Jupyter Notebook
89	sdarjunwadkar/Google-Quest-Multilabel-Classification Google's CrowdSource team collected data on subjective question-answering...	17	Experimental	1	Jupyter Notebook
90	kavinh07/Multilabel-Quote-Classifier A sophisticated multilabel text classification model to seamlessly...	17	Experimental	1	Jupyter Notebook
91	pronzzz/BERT-Text-Classification A comprehensive project for fine-tuning BERT (specifically DistilBERT) for...	15	Experimental	—	Python
92	SomanthaManuranga/QuantumCircuit-Dataset-Builder-Automated-Image-to-Text-Pipeline This project builds an automated pipeline to generate a high-quality dataset...	14	Experimental	1	Jupyter Notebook
93	TanmoyGG/Mini_SciBERT-Pre-training-Fine-tuning-BERT-for-Scientific-NER-and-Classification A specialized NLP pipeline for scientific text processing, implementing both...	14	Experimental	3	Jupyter Notebook
94	HTLinh0604/repo_topic_classification This project automatically classifies GitHub repositories using README.md...	13	Experimental	2	Jupyter Notebook
95	Evgeneus/Label-Smoothing-in-Text-Classification Soft Target and Label Smoothing in Text Classification for Probability...	13	Experimental	9	Python
96	zzxslp/RadBERT Code and models for Paper RadBERT: Adapting transformer-based language...	12	Experimental	8	—
97	IvoDSBarros/multilabel_classification Multilabel classification task rock news articles based on Python	12	Experimental	2	Python
98	ngoquanghuy99/BERT-social-media-text BERT using PyTorch for sequence labeling task on social media text corpus (TweetNLP)	12	Experimental	8	Jupyter Notebook
99	zahra-she/Persian-News-Classification-with-BERT Persian News Text Classification with BERT \| تشخیص دسته اخبار فارسی با...	12	Experimental	4	Python
100	IVN-RIN/bio-med-BIT Data and source code for Localising In-Domain Adaptation of...	12	Experimental	5	Jupyter Notebook
101	hamzeesaid/nlp-text-classifier Fine-tune transformers for text classification — DistilBERT/RoBERTa,...	11	Experimental	—	Python
102	Shagun-25/Newsgroup_Classification_end_to_end This is an end-to-end production-grade machine learning project using BERT...	11	Experimental	3	Python
103	Josh-Em/text-classification Fine tuned BERT model for binary sentiment and multiclass classification	11	Experimental	4	Jupyter Notebook
104	ToineSayan/sequence-classification-with-bert A useful repository for calculating classification baselines using Bert	11	Experimental	3	Python
105	mahdizynali/Deep-Analysis-Persian-News Deep context explicit and text analysis of Persian news with deep NLP and...	11	Experimental	2	Python
106	QuangHuy1911/transmamba-cls TransMamba-Cls: Hybrid Transformer-Mamba for Text Classification	11	Experimental	—	Python
107	KaimuMutz/ml-transformer-benchmarking-suite Enterprise Text Classification Model Selection Framework Automated...	11	Experimental	—	Python
108	wjunneng/2020-FlyAI-Today-s-Headlines-By-Category 2020 FlyAi 今日头条新闻分类	11	Experimental	4	Python
109	Mbashas/gandabert Fine-tuned mBERT for Luganda news classification across 5 categories...	11	Experimental	—	Jupyter Notebook
110	NaoufalBgit/lipn-extreme-multilabel-classification Research internship on extreme multi-label classification with curriculum...	11	Experimental	—	—
111	XinyanHe/Comparison-between-BERT-and-ELMo A Comparison of BERT and ELMo on Text Classification Tasks	11	Experimental	—	Jupyter Notebook
112	windisch-paul/temperature Data and code associated with the manuscript "The Impact of the Temperature...	11	Experimental	—	Jupyter Notebook
113	v3xlrm1nOwo1/fungi-diagnostic-chars-comparison-japanese-classification-with-BERT fungi diagnostic chars comparison japanese with BERT base japanese	11	Experimental	3	Jupyter Notebook
114	who-else-but-arjun/claSCify claSCIfy is a SciBERT research paper assessment model which helps us to...	11	Experimental	1	Python
115	kaledhoshme123/Transformers-Text-Classification Suggesting a neural network architecture for analyzing and recognizing...	10	Experimental	2	Jupyter Notebook
116	TanyaChutani/Text-Multilabel-Classification-BERT-Tf2.x Text-Multilabel-Classification-BERT-Tf2.0	10	Experimental	2	Python
117	yuguerten/Exploring-the-impact-of-contextual-attention-on-Arabic-text-classification Exploring the impact of contextual attention on Arabic text classification:...	10	Experimental	2	Jupyter Notebook
118	faezeam/CluBERT-in-farsi CluBERT: A cluster-based approach for learning sense distributions in farsi	10	Experimental	2	Jupyter Notebook
119	Habibu-Ahmad/Text-article-classification A comparison of traditional machine learning models and DistilBERT for...	10	Experimental	1	Jupyter Notebook
120	xsqiii/flask-albert-text-classification flask app for albert Chinese text classification	10	Experimental	2	Python
121	adilsiraju/medical_document_classifier Medical document classifier by fine-tuning a pre-trained Bio_ClinicalBERT...	10	Experimental	1	Jupyter Notebook
122	shahriarivari/Pretrain_BERT_from_scratch_on_persian_text Pre-train a custom BERT model on unlabeled Persian text, with Masked...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

Multi-Label-Text-Classification and classifier-multi-label (51 vs 42) classifier-multi-label and classifier_multi_label (42 vs 39) Multi-Label-Text-Classification and LibMultiLabel (51 vs 49)