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 100 bert text classification tools tracked. 1 score above 50 (established tier). The highest-rated is fidelity/textwiser at 56/100 with 58 stars and 113 monthly downloads.

Get all 100 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	fidelity/textwiser [AAAI 2021] TextWiser: Text Featurization Library	56	Established	58	Python
2	RandolphVI/Multi-Label-Text-Classification About Muti-Label Text Classification Based on Neural Network.	44	Emerging	561	Python
3	ThilinaRajapakse/pytorch-transformers-classification Based on the Pytorch-Transformers library by HuggingFace. To be used as a...	43	Emerging	312	Jupyter Notebook
4	ntumlgroup/LibMultiLabel A library for multi-class and multi-label classification	42	Emerging	13	Python
5	allenai/scibert A BERT model for scientific text.	41	Emerging	1,677	Python
6	xuyige/BERT4doc-Classification Code and source for paper ``How to Fine-Tune BERT for Text Classification?``	41	Emerging	641	Python
7	rubingshen/AugmentedSocialScientist A package to easily train Bert-like models for text classification	39	Emerging	18	Python
8	ncbi-nlp/bluebert BlueBERT, pre-trained on PubMed abstracts and clinical notes (MIMIC-III).	39	Emerging	588	Python
9	cjymz886/text_bert_cnn 在bert模型的pre_training基础上进行text_cnn文本分类	37	Emerging	78	Python
10	brightmart/bert_language_understanding Pre-training of Deep Bidirectional Transformers for Language Understanding:...	36	Emerging	967	Python
11	hooshvare/parsbert 🤗 ParsBERT: Transformer-based Model for Persian Language Understanding	35	Emerging	409	Jupyter Notebook
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,...	35	Emerging	805	Python
13	weizhenzhao/rasa_nlu Combine Tecent's bert as service model and rasa_nlu for text classification	33	Emerging	20	Python
14	yaleimeng/TextClassify_with_BERT 使用BERT模型做文本分类；面向工业用途	33	Emerging	224	Python
15	maveryin/mixup-text Exploring mixup strategies for text classification	32	Emerging	31	Python
16	hellonlp/classifier_multi_label multi-label，classifier，text...	32	Emerging	140	Python
17	sb-ai-lab/MedBench https://arxiv.org/abs/2201.06499	31	Emerging	11	Jupyter Notebook
18	cdj0311/keras_bert_classification Bert-classification and bert-dssm implementation with keras.	30	Emerging	94	Python
19	gyunggyung/ALBERT-Text-Classification ALBERT Text Classification Tensorflow, Resume Classification	30	Emerging	15	Python
20	FKarl/short-text-classification This repository contains code to reproduce the results in our paper...	30	Emerging	45	Python
21	StefanoSanvitoGroup/BERT-PSIE-TC A dataset of Curie temperatures automatically extracted from scientific...	30	Emerging	15	Jupyter Notebook
22	dingyh0626/Bert-THUCNews-Classification Bert-based text classification	29	Experimental	14	Python
23	lonePatient/ERNIE-text-classification-pytorch This repo contains a PyTorch implementation of a pretrained ERNIE model for...	29	Experimental	60	Python
24	taishan1994/pytorch_bert_chinese_text_classification 基于pytorch+bert的中文文本分类	29	Experimental	92	Python
25	brightmart/multi-label_classification transform multi-label classification as sentence pair task, with more...	29	Experimental	178	Python
26	Nickzhou10/Text_Classification_With_Huggingface_BERTs Text Classification with Berts	27	Experimental	9	Python
27	fooSynaptic/BERT_classifer_trial BERT trial for chinese corpus classfication	27	Experimental	7	Python
28	scotthlee/injury-autocoding An ensemble of BERTs for classifying injury narratives	27	Experimental	6	Python
29	lonePatient/BERT-chinese-text-classification-pytorch This repo contains a PyTorch implementation of a pretrained BERT model for...	27	Experimental	109	Python
30	bhattbhavesh91/ktrain-tutorial Fine-tuning a BERT model using Ktrain \| Transfer Learning NLP \| Fine Tune...	27	Experimental	5	Jupyter Notebook
31	paulrinckens/bert-multi-class-classification Fine tune BERT for multi-class classification using the Huggingface library	27	Experimental	7	Jupyter Notebook
32	joshchang1112/bert_gnn_arxiv Multi-class Classification with fine-tuned BERT & GNN	26	Experimental	46	Jupyter Notebook
33	laddie132/Transformers-MLTC Transformers for Multi-Label Text Classification	26	Experimental	11	Python
34	UdaraJay/tiny-router Compact multi-head text classifier for short, domain-neutral routing decisions.	26	Experimental	5	Python
35	kargaranamir/Hengam Hengam: An Adversarially Trained Transformer for Persian Temporal Tagging (AACL'22)	26	Experimental	11	Jupyter Notebook
36	sharavsambuu/mongolian-text-classification Cyrillic Mongolian text classification with tensorflow 2, and also some...	25	Experimental	32	Jupyter Notebook
37	albarsil/bert-textclassification A simple way to deploy BERT model for text classification trought SageMaker	25	Experimental	5	Python
38	ShomyLiu/pytorch_bert_elmo_example A text classification example with Bert/ELMo/GloVe in pytorch	25	Experimental	90	Python
39	pradeepdev-1995/databalancer Databalancer is the python library using in machine learning applications to...	25	Experimental	7	Python
40	FKarl/text-classification This repository is an extension of my short text classification repository....	24	Experimental	3	Python
41	marcel8168/MedTextClassification Classification of medical texts to differentiate between human medical and...	24	Experimental	2	Jupyter Notebook
42	goerlitz/nlp-classification Experiments with (German) text classification using state-of-the-art Deep...	24	Experimental	4	Jupyter Notebook
43	fezateam/ftc_feza_text_classification Text classification tools for BERT models	24	Experimental	4	Python
44	hellonlp/classifier_multi_label_seq2seq_attention multi-label，classifier，text...	24	Experimental	32	Python
45	hellonlp/classifier_multi_label_denses multi-label，classifier，text...	24	Experimental	28	Python
46	xsqiii/albert-text-classification albert for text classification with tf2	23	Experimental	2	Python
47	abyanjan/Fine-Tune-BERT-for-Text-Classification Performing Text classification with fine-tuning BERT model using Tensorflow...	23	Experimental	16	Jupyter Notebook
48	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。	23	Experimental	24	Jupyter Notebook
49	cyk1337/BERT-Text-Classification-J Load Tensorflow pb file using Bert/TextCNNs, an ensemble model using Java.	23	Experimental	11	Java
50	IsaacRodgz/ConcatBERT Baseline model for multimodal classification based on images and text. Text...	22	Experimental	42	Jupyter Notebook
51	pavel-blinov/RuMedBench https://arxiv.org/abs/2201.06499	22	Experimental	29	Jupyter Notebook
52	AlexYangLi/iswc2020_prodcls ISWC2020 Semantic Web Challenge - Product Classification Top1 Solution	21	Experimental	15	Python
53	umassbento/ehrbert A fine-tuned BERT using EHR notes.	21	Experimental	14	—
54	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	20	Experimental	12	Python
55	taishan1994/prompt_text_classification 基于prompt的中文文本分类。	20	Experimental	55	Python
56	Masao-Taketani/japanese_text_classification To investigate various DNN text classifiers including MLP, CNN, RNN, BERT approaches.	20	Experimental	9	Jupyter Notebook
57	BakingBrains/Multi-class_text_Classification Basics for Multi-class text Classification using different classifier algorithms.	20	Experimental	6	Jupyter Notebook
58	SayamAlt/Language-Detection-using-fine-tuned-XLM-Roberta-Base-Transformer-Model Successfully developed a language detection transformer model that can...	20	Experimental	7	Jupyter Notebook
59	nlpie-research/Lightweight-Clinical-Transformers This project develops compact transformer models tailored for clinical text...	20	Experimental	18	Python
60	hppRC/bert-classification-tutorial-2024 【2024年版】BERTによるテキスト分類	20	Experimental	30	Python
61	Luka0612/ChineseVLBert 中文领域的多模态Bert	19	Experimental	46	—
62	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😆)	19	Experimental	5	Python
63	fredzannarbor/pg19-enhancements BISAC classification and semantic tools for the DeepMind PG-19 language...	19	Experimental	—	Python
64	simop07/multilabel_classification Developed and compared Logistic Regression and fine-tuned DistilBERT models...	19	Experimental	—	Python
65	rameshagowda/multilabel-text-clssifier Multi label and multi class text/NLP classifier using Python	18	Experimental	6	Jupyter Notebook
66	seijimorimoto/Parabel Implementation of Parabel (Partitioned Label Trees for Extreme...	18	Experimental	7	Python
67	haythemtellili/NLP-Multilabel-classification Train Multilabel NLP Classification using Pytroch and huggingface with...	18	Experimental	6	Python
68	samirsalman/PytorchLightning-BERT Reusable PytorchLightining implementation of BERT Classifier	17	Experimental	5	Python
69	LBM2020/BERT_text_classification_base A version of long text classification task using BERT which is implemented by Pytorch	17	Experimental	4	Python
70	yesdeepakmittal/document-classification-using-bert Document Classification using Bert \| 97 % accuracy \| FastAPI, Docker, Shell	17	Experimental	4	Jupyter Notebook
71	utkarsh-21st/Email-Classification-and-Deployment Multi-Label Text Classification by fine-tuning BERT and XLNet and deployment...	16	Experimental	14	Jupyter Notebook
72	Akawi85/Email-classification-with-bert This repo implements sequence classification on emails using a pretrained...	15	Experimental	2	Jupyter Notebook
73	FreeRotate/TextClassificationBERT 🚀 基于PyTorch的BERT文本分类框架	15	Experimental	25	Python
74	jiangnanboy/bert_text_classification_onnx bert text classification using onnx of(bert,albert,roberta,macbert and so on).	15	Experimental	2	Java
75	pronzzz/BERT-Text-Classification A comprehensive project for fine-tuning BERT (specifically DistilBERT) for...	15	Experimental	—	Python
76	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...	14	Experimental	9	Jupyter Notebook
77	sadickam/sdg-classification-bert This repository powers a Streamlit app for classifying text with respect to...	14	Experimental	12	Python
78	QuangHuy1911/transmamba-cls TransMamba-Cls: Hybrid Transformer-Mamba for Text Classification	14	Experimental	—	Python
79	hamzeesaid/nlp-text-classifier Fine-tune transformers for text classification — DistilBERT/RoBERTa,...	14	Experimental	—	Python
80	DSXiangLi/SimpleClassification Simple Text Classification[WIP]	13	Experimental	11	Python
81	windisch-paul/o1 Data and code associated with the manuscript "Reasoning Models for Text...	13	Experimental	2	Jupyter Notebook
82	HRSadeghi/Kasreh_ezafeh In this repository, we provide a neural model based on BERT and BiLSTM...	13	Experimental	8	Python
83	Rvbens/non-coding-DNA-classifier Deep learning multi-label classifier of non-coding DNA sequences	13	Experimental	11	Jupyter Notebook
84	fxierh/NLP-Sentence-Classification Sentence classification with BERT.	12	Experimental	3	Python
85	scr4shdev/ai_text_classifier AI vs Human Text Classifier based on Multinomial Naive Bayes and DistilBERT...	12	Experimental	1	Python
86	SomanthaManuranga/QuantumCircuit-Dataset-Builder-Automated-Image-to-Text-Pipeline This project builds an automated pipeline to generate a high-quality dataset...	12	Experimental	1	Jupyter Notebook
87	jkshfanfbun/bert-geosite-classification train a website classification model using data from geosite	12	Experimental	1	Python
88	microcoder-py/language-detection-multilingualBERT Using the pretrained BERT Multilingual model, a language detection model was...	12	Experimental	3	Python
89	danaiamirali/reuters-text-classification Applying Transformer-based models to the imbalanced multi-label Reuters News...	11	Experimental	2	Python
90	windisch-paul/temperature Data and code associated with the manuscript "The Impact of the Temperature...	11	Experimental	—	Jupyter Notebook
91	XinyanHe/Comparison-between-BERT-and-ELMo A Comparison of BERT and ELMo on Text Classification Tasks	11	Experimental	—	Jupyter Notebook
92	NaoufalBgit/lipn-extreme-multilabel-classification Research internship on extreme multi-label classification with curriculum...	11	Experimental	—	—
93	Mbashas/gandabert Fine-tuned mBERT for Luganda news classification across 5 categories...	11	Experimental	—	Jupyter Notebook
94	KaimuMutz/ml-transformer-benchmarking-suite Enterprise Text Classification Model Selection Framework Automated...	11	Experimental	—	Python
95	plandes/medaCy_bertcrf_model_clinical_notes Clinical Notes Model for medaCy (BERT)	11	Experimental	2	Python
96	simonEllershaw/Unsupervised_medical_BERT NLP experiments comparing unsupervised and supervised BERT finetuning...	11	Experimental	2	Jupyter Notebook
97	AkimfromParis/ner_japanese The biggest tech investor Masayoshi Son is back on Twitter since 2020 but in...	10	Experimental	1	Jupyter Notebook
98	kavinh07/Multilabel-Quote-Classifier A sophisticated multilabel text classification model to seamlessly...	10	Experimental	1	Jupyter Notebook
99	TanmoyGG/Mini_SciBERT-Pre-training-Fine-tuning-BERT-for-Scientific-NER-and-Classification A specialized NLP pipeline for scientific text processing, implementing both...	10	Experimental	3	Jupyter Notebook
100	sdarjunwadkar/Google-Quest-Multilabel-Classification Google's CrowdSource team collected data on subjective question-answering...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

classifier-multi-label and classifier_multi_label (35 vs 32)