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Official implementation of the TNNLS2022 work "Description-Enhanced Label Embedding Contrastive Learning for Text Classification"

-text

cntext is a text analysis package that provides semantic distance and semantic projection based on word embedding models. Besides,cntext also provides the traditional methods, such as word count , readability, document similarity, sentiment analysis, etc.

bert-chinese-text-classification-pytorch

使用Bert，ERNIE，进行中文文本分类

bert-multi-label-text-classification

This repo contains a PyTorch implementation of a pretrained BERT model for multi-label text classification.

chinese-text-classification-pytorch

中文文本分类，TextCNN，TextRNN，FastText，TextRCNN，BiLSTM_Attention，DPCNN，Transformer，基于pytorch，开箱即用。

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, seq2seq，attention, multi-label-classification

cleam-bert

基于增强注意力的BERT关联学习在多标签文本分类中的应用

cnle

convseg

Convolutional neural network and word embeddings for Chinese word segmentation

cornet

hbgl

利用全局和局部层次结构进行分层文本分类

hierarchical-multi-label-text-classification

分层多标签文本分类的 PyTorch 实现：一种基于注意力的递归网络

homi

高度关联性

hyperbolic-label-emb-for-hmc

Code for the paper Joint Learning of Hyperbolic Label Embeddings for Hierarchical Multi-label Classification (EACL '21)

keras-textclassification

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

label-specific-feature-augmentation-for-long-tailed-multi-label-text-classification

The code for our paper "Label-Specific Feature Augmentation for Long-Tailed Multi-Label Text Classification”

labelwiseatthtc

Code for paper: Hierarchical Text Classification using Language Models with Global Label-wise Attention Mechanisms.

lcn_capsule

用于分层文本分类的标签校正胶囊网络

lr-gcn

Label-Representative Graph Convolutional Network for Multi-Label Text Classification

mlgn

mrmp

Multi-relation Message Passing for Multi-label Text Classification (ICASSP 2022)

muse

A library for Multilingual Unsupervised or Supervised word Embeddings

neuralnlp-neuralclassifier

An Open-source Neural Hierarchical Multi-label Text Classification Toolkit

plm-nlp-code

NLP预训练模型方法

pycharm

✔️李沐 【动手学深度学习】课程学习笔记：使用pycharm编程，基于pytorch框架实现。

repsum

textmultilabelclassification

基于BERT的文本多标签多分类

wc-sbert

WC-SBERT: Zero-Shot Text Classification via SBERT with Self-Training for Wikipedia Categories