Neural Architecture Text Classification NLP Tools

Implementations of specific neural network architectures (CNNs, RNNs, LSTMs, attention mechanisms) for text classification tasks. Does NOT include pre-trained transformer models (see bert-text-classification), probabilistic classifiers (see naive-bayes-text-classification), or domain-specific applications like product categorization.

There are 165 neural architecture text classification tools tracked. 2 score above 50 (established tier). The highest-rated is brightmart/text_classification at 51/100 with 7,950 stars.

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#	Tool	Score	Tier	Stars	Language
1	brightmart/text_classification all kinds of text classification models and more with deep learning	51	Established	7,950	Python
2	gaussic/text-classification-cnn-rnn CNN-RNN中文文本分类，基于TensorFlow	51	Established	4,294	Python
3	codewithzichao/DeepClassifier DeepClassifier is aimed at building general text classification model...	45	Emerging	31	Python
4	chenyuntc/PyTorchText 1st Place Solution for Zhihu Machine Learning Challenge . Implementation of...	44	Emerging	1,058	Python
5	ShawnyXiao/TextClassification-Keras Text classification models implemented in Keras, including: FastText,...	44	Emerging	812	Python
6	prakashpandey9/Text-Classification-Pytorch Text classification using deep learning models in Pytorch	44	Emerging	818	Python
7	TobiasLee/Text-Classification Implementation of papers for text classification task on DBpedia	44	Emerging	735	Python
8	FreedomIntelligence/TextClassificationBenchmark A Benchmark of Text Classification in PyTorch	44	Emerging	606	Python
9	cjymz886/text-cnn 嵌入Word2vec词向量的CNN中文文本分类	43	Emerging	451	Python
10	fendouai/Chinese-Text-Classification Chinese-Text-Classification，Tensorflow...	42	Emerging	293	Python
11	thunlp/THUCTC An Efficient Chinese Text Classifier	42	Emerging	211	Java
12	airalcorn2/Recurrent-Convolutional-Neural-Network-Text-Classifier My (slightly modified) Keras implementation of the Recurrent Convolutional...	42	Emerging	184	Python
13	cahya-wirawan/opentc OpenTC is a text classification engine using several algorithms in machine learning	41	Emerging	27	Python
14	bicepjai/Deep-Survey-Text-Classification The project surveys 16+ Natural Language Processing (NLP) research papers...	41	Emerging	193	HTML
15	eisenjulian/nlp_estimator_tutorial Educational material on using the TensorFlow Estimator framework for text...	41	Emerging	135	Jupyter Notebook
16	roomylee/rnn-text-classification-tf Tensorflow Implementation of Recurrent Neural Network (Vanilla, LSTM, GRU)...	41	Emerging	118	Python
17	foamliu/Self-Attention-Keras 自注意力与文本分类	40	Emerging	119	Python
18	cjymz886/text_rnn_attention 嵌入Word2vec词向量的RNN+ATTENTION中文文本分类	40	Emerging	153	Python
19	linkedin/detext DeText: A Deep Neural Text Understanding Framework for Ranking and...	39	Emerging	1,266	Python
20	seopbo/nlp_classification Implementing nlp papers relevant to classification with PyTorch, gluonnlp	39	Emerging	229	Python
21	pencoa/PCNN A neural architecture for relation extraction task implemented in Tensorflow.	39	Emerging	93	Python
22	yuchenlin/lstm_sentence_classifier LSTM-based Models for Sentence Classification in PyTorch	38	Emerging	78	Python
23	yala/text_nn Text classification models. Used a submodule for other projects.	38	Emerging	69	Jupyter Notebook
24	hscspring/Multi-Label-Text-Classification-for-Chinese pytorch implementation of multi-label text classification, includes kinds of...	38	Emerging	79	Python
25	guokr/Caver Caver: a toolkit for multilabel text classification.	37	Emerging	39	Python
26	napsternxg/DeepSequenceClassification Deep neural network based model for sequence to sequence classification	37	Emerging	76	Python
27	lukasruff/CVDD-PyTorch A PyTorch implementation of Context Vector Data Description (CVDD), a method...	37	Emerging	72	Python
28	Roshanson/TextInfoExp 自然语言处理实验（sougou数据集），TF-IDF，文本分类、聚类、词向量、情感识别、关系抽取等	36	Emerging	1,729	Python
29	dongjun-Lee/text-classification-models-tf Tensorflow implementations of Text Classification Models.	36	Emerging	505	Python
30	sourcedexter/tfClassifier Tensorflow based training and classification scripts for text, images, etc	36	Emerging	451	Python
31	dheeraj7596/SCDV Text classification with Sparse Composite Document Vectors.	36	Emerging	61	Python
32	FernandoLpz/Text-Classification-CNN-PyTorch The aim of this repository is to show a baseline model for text...	35	Emerging	48	Python
33	baiyyang/medical-diagnosis-cnn-rnn-rcnn 分别使用rnn/cnn/rcnn来实现根据患者描述，进行疾病诊断	35	Emerging	50	Python
34	ShaneTian/TextCNN TextCNN by TensorFlow 2.0.0 ( tf.keras mainly ).	35	Emerging	61	Python
35	sahitya0000/Relation-Classification Relation Classification - SEMEVAL 2010 task 8 dataset	35	Emerging	59	Jupyter Notebook
36	WeiNyn/DIETClassifier-pytorch DIET Classifier mini implementation on pytorch.	35	Emerging	46	Python
37	ymym3412/textcnn-conv-deconv-pytorch text convolution-deconvolution auto-encoder model in PyTorch	35	Emerging	55	Python
38	indiejoseph/cnn-text-classification-tf-chinese CNN for Chinese Text Classification in Tensorflow	35	Emerging	238	Python
39	DongjunLee/text-cnn-tensorflow Convolutional Neural Networks for Sentence Classification(TextCNN)...	34	Emerging	252	Python
40	SuyashLakhotia/TextCategorization :zap: Using deep learning (MLP, CNN, Graph CNN) to classify text in TensorFlow.	34	Emerging	29	Python
41	practicingman/chinese_text_cnn TextCNN Pytorch实现中文文本分类情感分析	34	Emerging	645	Python
42	brightmart/ai_law all kinds of baseline models for long text classificaiton( text categorization)	34	Emerging	293	Python
43	ChenghaoMou/pytorch-pQRNN Implementation of pQRNN in PyTorch	34	Emerging	46	Python
44	bhaveshoswal/CNN-text-classification-keras Text Classification by Convolutional Neural Network in Keras	34	Emerging	218	Python
45	vietnh1009/Very-deep-cnn-pytorch Very deep CNN for text classification	34	Emerging	37	Python
46	yanqiangmiffy/Text-Classification-Application :school_satchel: 基于CNN实现的文本分类应用	33	Emerging	26	Python
47	roomylee/rcnn-text-classification Tensorflow Implementation of "Recurrent Convolutional Neural Network for...	33	Emerging	152	Python
48	Hironsan/awesome-text-classification Text classification meets word embeddings.	33	Emerging	31	Python
49	jfilter/text-classification-keras 📚 Text classification library with Keras	33	Emerging	53	Python
50	hpanwar08/sentence-classification-pytorch Sentiment analysis with variable length sequences in pytorch	33	Emerging	34	Jupyter Notebook
51	SeanLee97/clfzoo A deep text classifiers library.	32	Emerging	36	Python
52	liyibo/text-classification-demos Neural models for Text Classification in Tensorflow, such as cnn, dpcnn,...	32	Emerging	193	Python
53	keishinkickback/Pytorch-RNN-text-classification Word Embedding + LSTM + FC	32	Emerging	161	Python
54	Zhenye-Na/crnn-pytorch ✍️ Convolutional Recurrent Neural Network in Pytorch \| Text Recognition	32	Emerging	48	Jupyter Notebook
55	atnlp/torchtext-summary torchtext使用总结，从零开始逐步实现了torchtext文本预处理过程，包括截断补长，词表构建，使用预训练词向量，构建可用于PyTorch的可迭代...	32	Emerging	176	Jupyter Notebook
56	cjiang2/VDCNN Implementation of Very Deep Convolutional Neural Network for Text Classification	32	Emerging	172	Python
57	vietnh1009/Very-deep-cnn-tensorflow Very deep CNN for text classification	32	Emerging	21	Python
58	aayux/glove-text-cnn A text classification model with pretrained GloVe embeddings	31	Emerging	14	Python
59	JackHCC/Chinese-Text-Classification-PyTorch 中文文本分类任务，基于PyTorch实现（TextCNN，TextRNN，FastText，TextRCNN，BiLSTM_Attention,...	31	Emerging	403	Python
60	Accagain2014/TextMatching Methods about Deep Learning for Text Matching	31	Emerging	90	Python
61	fidelity/classitransformers A abstract text classification library using language models. Build your...	30	Emerging	10	Jupyter Notebook
62	practicingman/chinese_ulmfit 中文ULMFiT 情感分析文本分类	30	Emerging	266	Python
63	JustinJiang1994/chinese-text-classifier 基于Keras的中文文本分类系统，支援多种模型架构和训练策略，实验数据为中文新闻分类文本cnews数据集。	30	Emerging	48	Python
64	orion-orion/AIFlow 🎈 2020年中国高校计算机大赛(C4)－网络技术挑战赛EP2决赛赛项：基于CNN+LSTM时空神经网络的在线流量分类模型。	30	Emerging	53	Python
65	sfailsthy/chinese-text-classification-with-cnn-tf 中文文本分类(目前是二分类)	29	Experimental	47	Python
66	dongjun-Lee/transfer-learning-text-tf Tensorflow implementation of Semi-supervised Sequence Learning...	29	Experimental	82	Python
67	mboukabous/Security-Intelligence-on-Exchanged-Multimedia-Messages-Based-on-Deep-Learning Deep learning (DL) approaches use various processing layers to learn...	29	Experimental	10	Python
68	xalanq/chinese-sentiment-classification 简单的中文文本情感分类 (MLP, CNN, RNN in PyTorch) - 2019 THU 人工智能导论作业	29	Experimental	156	Python
69	lijqhs/text-classification-cn 中文文本分类实践，基于搜狗新闻语料库，采用传统机器学习方法以及预训练模型等方法	29	Experimental	197	Python
70	alsora/tensorflow-nlp Text Classification and NLP in Tensorflow	29	Experimental	10	Python
71	rktamplayo/LeTraNets [ACML2019] Text Length Adaptation in Sentiment Classification	28	Experimental	7	Python
72	hoangthangta/ThangKAN KANs for text classification on GLUE tasks	28	Experimental	9	Python
73	shawroad/Text-Classification-Pytorch Summary and comparison of Chinese classification models	28	Experimental	37	Python
74	FernandoLpz/Text-Classification-LSTMs-PyTorch The aim of this repository is to show a baseline model for text...	28	Experimental	64	Python
75	AlexYangLi/TextClassification All kinds of neural text classifiers implemented by Keras	28	Experimental	65	Python
76	tushar-tj/Convolutional-Neural-Networks-for-Sentence-Classification Implementation of Convolutional Neural Networks for Sentence Classification...	28	Experimental	8	Jupyter Notebook
77	ahmedbesbes/overview-and-benchmark-of-traditional-and-deep-learning-models-in-text-classification NLP tutorial	28	Experimental	42	Jupyter Notebook
78	bkj/ulm-basenet Implementation of ULMFit algorithm for text classification via transfer learning	28	Experimental	95	Python
79	schelotto/Region_Embedding_Text_Classification_Pytorch PyTorch implementation of 'A New Method of Region Embedding for Text Classification'	28	Experimental	6	Python
80	foxlf823/Multi-Filter-Residual-Convolutional-Neural-Network Multi-Filter Residual Convolutional Neural Network for Text Classification	27	Experimental	50	Python
81	leftthomas/CCCapsNet A PyTorch implementation of Compositional Coding Capsule Network based on...	27	Experimental	53	Python
82	garfieldpigljy/HSCNN An implementation of the paper "HSCNN: A Hybrid-Siamese Convolutional Neural...	27	Experimental	8	Python
83	Rickey-CS/Sentiment-Text-Classification-Pytorch sentiment-analysis,document-classification,svm,logistic-regression,rcnn-text-...	27	Experimental	9	Python
84	storytellingengineer/Text_Classification_using_LSTM Text Classification using LSTM	27	Experimental	3	Jupyter Notebook
85	devjwsong/lstm-bayesian-optimization-pytorch Bayesian Optimization implementation for text classifiction	26	Experimental	23	Python
86	Ailln/text-classification 🦑 中文文本分类（支持 API 部署）	26	Experimental	21	Python
87	tim5go/cnn-question-classification-keras Chinese Question Classifier (Keras Implementation) on BQuLD	26	Experimental	29	Python
88	zqhZY/textclasser a project for text classification using tensorflow.	25	Experimental	18	Python
89	dongjun-Lee/rnn-text-classification-tf Tensorflow implementation of Attention-based Bidirectional RNN text classification.	25	Experimental	26	Python
90	tuzhucheng/MP-CNN-Variants Variants of Multi-Perspective Convolutional Neural Networks	25	Experimental	22	Jupyter Notebook
91	AngusMonroe/text-classification Text classification based on RNN using pytorch	25	Experimental	5	Python
92	GINK03/keras-cnn-text-classify simple CNN text classification with Keras	25	Experimental	5	Python
93	gksoriginals/Text_Classifier-pytorch This is a pytorch tutorial for text classification using neural nets	25	Experimental	4	Python
94	Jverma/cnn-text-classification-keras Convolutional Neural Network for Text Classification in Keras	24	Experimental	14	Python
95	AlonAzrael/keras-aquarium a small collection of models implemented in keras, including matrix...	24	Experimental	14	Python
96	shahrukhx01/joint-learn A PyTorch based comprehensive toolkit for weight-sharing in text...	24	Experimental	3	Python
97	ZhengZixiang/OpenTC Exploring various text classification models based on PyTorch. 基于PyTorch探索各种文本分类模型	24	Experimental	4	Python
98	titicaca/keras-text-cls Text Classification Lib on Keras	24	Experimental	4	Python
99	slyapustin/classifier ML classifier application with Tensorflow and Django/Celery	24	Experimental	4	Python
100	Doragd/Text-Classification-PyTorch Implementation of papers for text classification task on SST-1/SST-2	24	Experimental	67	Python
101	ThinamXx/SurnameClassification__PyTorch I have worked in Surname Classification Model Inferring Demographic...	23	Experimental	2	Jupyter Notebook
102	nn116003/torchtext-tutorial torchtext-tutorial (text classification)	23	Experimental	32	Jupyter Notebook
103	mpuig/textclassification A brief overview of how to use fastText to train powerful text classifiers...	23	Experimental	15	Jupyter Notebook
104	mukesh-mehta/VDCNN Implementation of Very Deep Convolutional Neural Network paper	23	Experimental	14	Jupyter Notebook
105	binzhouchn/capsule-pytorch A pytorch implementation of CapsNet for text classification ...	23	Experimental	85	Python
106	taishan1994/tensorflow-text-classification 基于tensorflow的中文文本分类（复旦中文语料）	23	Experimental	21	Python
107	sarweshsuman/keras-text-classification CNN text classification using keras	23	Experimental	16	Python
108	tigerchen52/cnn_text_classification Tensorflow Implementation of cnn text classification	23	Experimental	12	Python
109	leohsuofnthu/Pytorch-TextCNN Pytorch implementation of the paper Convolutional Neural Networks for...	23	Experimental	22	Python
110	JoeyBoyi/chinese-text-multi-classification-clstm A Multi-classification of chinese text with cnn-rnn model.	22	Experimental	11	Python
111	threelittlemonkeys/cnn-classification-pytorch CNNs for Classification in PyTorch	22	Experimental	21	Python
112	childmindresearch/text-knnassifier A tool for compressed KNN text classification	22	Experimental	9	Python
113	Thinkgamer/Text-Classification 文本分类系统，支持上传文件，指定类别	22	Experimental	6	—
114	rachit-shah/News-Classfication-using-DNN-models Comparative Analysis of CNN, RNN and HAN for Text Classification with GloVe...	22	Experimental	11	Jupyter Notebook
115	Puteto/ChineseClassification 基于 SVM 和 TF-IDF 算法的中文文本分类和情感分析系统	22	Experimental	7	Python
116	xiaobaicxy/text-classification-BiLSTM-Attention-pytorch 文本分类，双向lstm + attention 算法	21	Experimental	90	Python
117	aqstack/elmo-modeling State-of-the-Art Text Classification using Deep Contextual Word Representations	21	Experimental	6	Jupyter Notebook
118	zengfr/SVM-Neuro-Matching SVM Neuro Matching C#机器学习 LibSVM支持向量机神经网络匹配中文文本分词分类聚类	21	Experimental	10	C#
119	vgupta123/SCDV-MS Improving Document Classification with Multi-Sense Embeddings Source Code (ECAI 2020)	21	Experimental	15	Python
120	SpringerNLP/Chapter6 Chapter 6: Convolutional Neural Networks	21	Experimental	9	Jupyter Notebook
121	rktamplayo/MCFA [IJCAI2018] Translations as Additional Contexts for Sentence Classification	21	Experimental	8	Python
122	zhangcong-zc/Text_Classification Text Classification Based on Chinese SogouNews	21	Experimental	14	Python
123	Wasim37/knowledge-automatic-tagging 知识点分类	20	Experimental	9	Python
124	zhanlaoban/Text_Classification Summary of Text Classification in deep learning techniques implemented by...	20	Experimental	14	Python
125	jungwhank/rcnn-text-classification-pytorch PyTorch implementation of "Recurrent Convolutional Neural Network for Text...	20	Experimental	16	Python
126	alesee/text-classification-with-rnn Deep Learning for text classification with Torchtext, PyTorch & FastAI	20	Experimental	6	Jupyter Notebook
127	kushalchauhan98/bcn-cnn-text-classification Text classification experiments using TextCNNs and Bi-attentive...	20	Experimental	10	Jupyter Notebook
128	chachamatcha/DL_Text_Classification Collection of Deep Learning Text Classification Models in Keras; Includes a...	20	Experimental	14	Jupyter Notebook
129	hsakas/TextClassification Text classification using CNN & LSTM	20	Experimental	5	Python
130	vispz/text_autoencoder A RNN based Sequence to Sequence autoenconder for yelp reviews (sentences).	19	Experimental	7	Jupyter Notebook
131	au1206/Convolutional-Neural-Networks-for-Sentence-Classification This is a Keras based implementation of the paper Convolutional Neural...	19	Experimental	6	Jupyter Notebook
132	pochih/pytorch-CNN-text 📑 CNN in NLP	19	Experimental	5	Python
133	yuhsinliu1993/VDCNN Using keras to implement VDCNN model	18	Experimental	22	Python
134	sweat0198/audio_classification_CNN_ESC-50 Audio classification model which uses CNN to train ESC-50 dataset.	18	Experimental	4	Jupyter Notebook
135	kuldeep7688/dynamic_convolutional_neural_network implementation of dynamic convolutional neural network for text classification	17	Experimental	4	Python
136	charlieanna/project Capsule net applied to text data	17	Experimental	5	Python
137	luciusssss/text-classification Different neural models for text classification using PyTorch	17	Experimental	5	Python
138	Rimkomatic/Web-Service-Classification-using-CNN Long Tailed Service Classification using CNN with 75.76% accuracy	17	Experimental	3	Python
139	blueMug/rnn_text_classification This project implements RNN text classification in MXNet	16	Experimental	4	Python
140	ahmadhusain/lstm_text Text Classification with Long Short-Term Memory (LSTM) model	16	Experimental	4	R
141	innerNULL/PLM-ICD-multi-label-classifier A multi-label text classifier based on PLM-ICD paper	15	Experimental	6	Python
142	HyejinWon/pytorch-nsmc-classification pytorch sentiment classification example used NSMC data	15	Experimental	2	Jupyter Notebook
143	AdrianRasoOnGit/arxiv-classifier From-scratch neural network text classification framework for arXiv papers,...	15	Experimental	—	Python
144	dmortalla/1d-cnn-customer-complaint-classifier 1D CNN for customer complaint text classification using PyTorch.	15	Experimental	—	Python
145	w4096/text-classification Text Classification Models - CNN, RCNN, RNN-ATTN [PyTorch]	14	Experimental	11	Python
146	jakeywu/tf_classification 基于RNN CNN RNN-Attention中文文本分类	14	Experimental	7	Python
147	adirizq/indonesian-news-title-category-classifier Indonesian News Title Category Classifier using Word2Vec with LSTM and CNN	14	Experimental	1	Python
148	altescy/cvdd AllenNLP implementation of CVDD: An unsupervised anomaly detection method for text	13	Experimental	5	Python
149	mhjabreel/Textify Textify: A High-level tensorflow framework for text classification.	13	Experimental	8	Python
150	yxtay/text-classification-tensorflow Neural Network Text Classification Models in TensorFlow	13	Experimental	7	Python
151	stanleylsx/text_classifier_torch Text classification repository built with Torch, featuring training tricks,...	13	Experimental	6	Python
152	Johnxjp/cnn_text_classification PyTorch implementation of Y. Kim's 2015 CNN for text classification	13	Experimental	5	Python
153	Leroll/retrieval-based-text-classification 基于embedding检索的文本分类服务	12	Experimental	1	Python
154	porcelluscavia/audio-model My Master's thesis project in audio classification using PyTorch and...	12	Experimental	3	Python
155	vgupta123/contextualize_scdv Unsupervised Contextualized Document Representation, to appear in SustaiNLP...	12	Experimental	3	Python
156	liuyaox/text_classification Text Classification using 15 Deep Learning Models with both Multi-Label and...	12	Experimental	12	Python
157	santhoshkumar510/Skim-Text Text Classification	11	Experimental	—	Jupyter Notebook
158	sagnik765/Text-Classification-using-Deep-Learning Deep learning text classification with TensorFlow and notebook workflow.	11	Experimental	—	Jupyter Notebook
159	threelittlemonkeys/text-classification-pytorch Text Classification in PyTorch	11	Experimental	23	Python
160	xiaofuqing13/police-incident-classification 警情数据集文本分类，fastText+jieba分词+pyecharts地区分布可视化	11	Experimental	—	Python
161	Savitar-Hub/auto-deep-learning Automatically create, test & evaluate a deep learning algorithm for text &...	11	Experimental	2	Python
162	NeoTse0622/TextCNN-pytorch Text classification implementation based on TextCNN and...	11	Experimental	2	Python
163	khanovico/neural-text-classification text classification using RCNN, cutting-edge technology,	11	Experimental	2	Python
164	microcoder-py/example-tfx-pipeline-text-classifier This is an example of what a TFX pipeline would look like when used for NLP	11	Experimental	2	Python
165	StefanMicic/text-classification Text classification using RNN and Transformer model.	10	Experimental	1	Python

Comparisons in this category

text_classification and Text-Classification-Pytorch (51 vs 44) text_classification and TextClassification-Keras (51 vs 44) text_classification and Deep-Survey-Text-Classification (51 vs 41) text-classification-cnn-rnn and text-cnn (51 vs 43) text-classification-cnn-rnn and Chinese-Text-Classification (51 vs 42) text-classification-cnn-rnn and text_rnn_attention (51 vs 40) text-cnn and Chinese-Text-Classification (43 vs 42) text-cnn and text_rnn_attention (43 vs 40)