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brightmart /text_classification

Star7.9k

all kinds of text classification models and more with deep learning

nlp text-classification tensorflow classification convolutional-neural-networks sentence-classification fasttext attention-mechanism multi-label memory-networks multi-class textcnn textrnn

UpdatedSep 28, 2023
Python

yongzhuo /Keras-TextClassification

Star1.8k

中文长文本分类、短句子分类、多标签分类、两句子相似度（Chinese Text Classification of Keras NLP, multi-label classify, or sentence classify, long or short），字词句向量嵌入层（embeddings）和网络层（graph）构建基类，FastText，TextCNN，CharCNN，TextRNN, RCNN, DCNN, DPCNN, VDCNN, CRNN, Bert, Xlnet, Albert, Attention, DeepMoji, HAN, 胶囊网络-CapsuleNet, Transformer-encode, Seq2seq, SWEM, LEAM, TextGCN

nlp text-classification keras embeddings transformer fasttext albert bert capsule han rcnn dcnn textcnn crnn dpcnn vdcnn charcnn xlnet keras-textclassification leam

UpdatedJun 17, 2024
Python

chenyuntc /PyTorchText

Star1.1k

1st Place Solution for Zhihu Machine Learning Challenge . Implementation of various text-classification models.(知乎看山杯第一名解决方案)

nlp pytorch lstm fasttext textcnn textrnn textrcnn

UpdatedJul 16, 2018
Python

brightmart /bert_language_understanding

Star964

Pre-training of Deep Bidirectional Transformers for Language Understanding: pre-train TextCNN

nlp text-classification question-answering document-classification transfer-learning fasttext language-model textcnn attention-is-all-you-need self-attention transformer-encoder bert-model pre-training language-understanding

UpdatedJan 1, 2019
Python

ShawnyXiao /TextClassification-Keras

Star816

Text classification models implemented in Keras, including: FastText, TextCNN, TextRNN, TextBiRNN, TextAttBiRNN, HAN, RCNN, RCNNVariant, etc.

nlp text-classification keras fasttext han rcnn textcnn textrnn

UpdatedMar 25, 2023
Python

hellonlp /classifier-multi-label

Star765

多标签文本分类，多标签分类，文本分类, multi-label, classifier, text classification, BERT, seq2seq，attention, multi-label-classification

text-classification tensorflow cnn seq2seq attention multi-label-classification bert multi-label textcnn text-classifier classifier-multi-label

UpdatedDec 11, 2024
Python

brightmart /sentiment_analysis_fine_grain

Star594

Multi-label Classification with BERT; Fine Grained Sentiment Analysis from AI challenger

online sentiment-analysis text-classification language-model multi-label-classification bert textcnn fine-grained-classification pre-train

UpdatedNov 15, 2018
Jupyter Notebook

jasoncao11 /nlp-notebook

Star528

NLP 领域常见任务的实现，包括新词发现、以及基于pytorch的词向量、中文文本分类、实体识别、摘要文本生成、句子相似度判断、三元组抽取、预训练模型等。

nlp natural-language-processing text-classification pytorch seq2seq glove skip-gram bert textcnn electra bilstm-crf-model textrcnn fasttext-embeddings bilstm-attention bert-chinese gpt2 bert-ner transformer-pytorch textrcnn-bert distill-bert

UpdatedMay 20, 2023
Python

hellonlp /sentiment-analysis

Star464

情感分析、文本分类、词典、bayes、sentiment analysis、TextCNN、classification、tensorflow、BERT、CNN、text classification

sentiment-analysis text-classification tensorflow cnn dict bayes bert textcnn text-cnn

UpdatedApr 2, 2024
Python

yongyehuang /zhihu-text-classification

Star403

[2017知乎看山杯多标签文本分类] ye组(第六名) 解题方案

text-classification tensorflow lstm multi-label han textcnn

UpdatedApr 7, 2018
Jupyter Notebook

kyzhouhzau /NLPGNN

Star335

1. Use BERT, ALBERT and GPT2 as tensorflow2.0's layer. 2. Implement GCN, GAN, GIN and GraphSAGE based on message passing.

nlp tf2 gin gan albert bert message-passing graph-convolutional-networks gcn textcnn graphsage bilstm-attention gnn tensorflow2 gpt2 bert-ner bert-cls albert-ner graph-classfication textgcn

UpdatedAug 14, 2024
Python

brightmart /ai_law

Star287

all kinds of baseline models for long text classificaiton( text categorization)

law ai text-classification crime attention fasttext relevant-articles textcnn text-categorization hierarchical-attention-network accusation

UpdatedFeb 20, 2019
Python

luopeixiang /textclf

Star241

TextClf ：基于Pytorch/Sklearn的文本分类框架，包括逻辑回归、SVM、TextCNN、TextRNN、TextRCNN、DRNN、DPCNN、Bert等多种模型，通过简单配置即可完成数据处理、模型训练、测试等过程。

sentiment-analysis svm word2vec pytorch logistic-regression document-classification glove configurable bert sklearn-classify drnn textcnn textrnn cnn-text-classification dpcnn lstm-text-classification neuralclassifier

UpdatedJul 21, 2023
Python

catqaq /OpenTextClassification

Star207

OpenTextClassification is all you need for text classification! Open text classification for everyone, enjoy your NLP journey! 这可能是目前为止最全面的开源文本分类项目，支持中英双语、多种模型、多种任务。

text-classification svm naive-bayes transformers pytorch lstm gru multi-label-classification bert textcnn textrnn dpcnn chinese-text-classification torchtext ernie bert-text-classification

UpdatedMay 3, 2024
Python

stanleylsx /text_classifier_tf2

Star175

Tensorflow2.3的文本分类项目，支持各种分类模型，支持相关tricks。

word2vec classification pretrained-models textcnn textrcnn tensorflow2

UpdatedNov 28, 2024
Python

Renovamen /Text-Classification

Star148

PyTorch implementation of some text classification models (HAN, fastText, BiLSTM-Attention, TextCNN, Transformer) | 文本分类

nlp text-classification cnn transformer lstm document-classification fasttext hierarchical-attention-networks han textcnn bilstm-attention

UpdatedApr 22, 2021
Python

BeiCunNan /Sentiment_Analysis_Imdb

Star139

Using Bert/Roberta + LSTM/GRU/BiLSTM/TextCNN to do the sentiment analysis on the imdb datasets.

sentiment-analysis text-classification imdb lstm bert textcnn

UpdatedJun 14, 2023
Python

Doragd /Text-Classification-PyTorch

Star66

Implementation of papers for text classification task on SST-1/SST-2

nlp text-classification sentiment-classification textcnn bilstm-attention

UpdatedJul 25, 2024
Python

macanv /MQNLP

Star53

自然语言处理相关实验实现 some experiment of natural language processing, Like text classification, named entity recognition, pos-tags, segment, key words extractor, auto summarize etc.

segment lstm fasttext ner pos-tagging sequence-labeling textcnn textrnn textclassification

UpdatedNov 22, 2018
Jupyter Notebook

xiaogp /sentiment_analysis

Star42

LSTM，TextCNN，fastText情感分析，模型用 tf_serving 和 flask 部署成web应用

sentiment-analysis word2vec lstm fasttext textcnn

UpdatedSep 15, 2019
Python

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