文本建模文本分类相关开源项目推荐（Pytorch实现）

Posted 2020-12-29 d0main

Awesome-Repositories-for-Text-Modeling

repo	paper
miracleyoo/DPCNN-TextCNN-Pytorch-Inception	Deep Pyramid Convolutional Neural Networks for Text Categorization
Cheneng/DPCNN	Deep Pyramid Convolutional Neural Networks for Text Categorization
conv-RNN	A Hybrid Framework for Text Modeling with Convolutional RNN
AC-LSTM
- FastText;- BasicCNN (KimCNN,MultiLayerCNN, Multi-perspective CNN);- InceptionCNN;- LSTM (BILSTM, StackLSTM);- LSTM with Attention (Self Attention / Quantum Attention);- Hybrids between CNN and RNN (RCNN, C-LSTM);- Transformer - Attention is all you need;- ConS2S;- Capsule;- Quantum-inspired NN
Double ConvNet;C-LSTM
CNN	Convolutional Neural Networks for Sentence Classification
CNN, RNN (LSTM and GRU)
fastText;TextCNN;TextRNN;RCNN;Hierarchical Attention Network;seq2seq with attention;Transformer("Attend Is All You Need");Dynamic Memory Network;EntityNetwork:tracking state of the world;
JerrikEph/Capsule4TextClassification	Information Aggregation via Dynamic Routing for Sequence Encoding
SVM	Short Text Classification with One Model for All Languages
VDCNN	Very Deep Convolutional Neural Network for Text Classification
Sent2Vec (Skip-Thoughts)
Dialogue act tagging classification.	Sequential Short-Text Classification with Recurrent and Convolutional Neural Networks
Universal Language Model Fine-tuning (ULMFiT)	Universal Language Model Fine-tuning for Text Classification
cvangysel/SERT	Structural Regularities in Text-based Entity Vector Spaces
klout/opendata	Actionable and Political Text Classification using Word Embeddings and LSTM
jacoxu/STC2	Self-Taught Convolutional Neural Networks for Short Text Clustering
guoyinwang/LEAM	Joint Embedding of Words and Labels for Text Classification
abhyudaynj/LSTM-CRF-models	Structured prediction models for RNN based sequence labeling in clinical text
A Context-aware Natural Language Generator for Dialogue Systems	UFAL-DSG/tgen
hugochan/KATE	KATE: K-Competitive Autoencoder for Text
harvardnlp/sa-vae	Improved Variational Autoencoders for Text Modeling using Dilated Convolutions
sordonia/hred-qs	A Hierarchical Recurrent Encoder-Decoder For Generative Context-Aware Query Suggestion
lanwuwei/SPM_toolkit	Neural Network Models for Paraphrase Identification, Semantic Textual Similarity, Natural Language Inference, and Question Answering
salesforce/awd-lstm-lm
cyvius96/adgpm	Rethinking Knowledge Graph Propagation for Zero-Shot Learning
alexandres/lexvec	Enhancing the LexVec Distributed Word Representation Model UsingPositional Contexts and External Memory
brmson/dataset-sts	Sentence Pair Scoring: Towards Unified Framework for Text Comprehension
summanlp/textrank	Variations of the Similarity Function of TextRank for Automated Summarization
yufengm/SelfAttentive:binary	A Structured Self-Attentive Sentence Embedding
ExplorerFreda/Structured-Self-Attentive-Sentence-Embedding:multi-class	A Structured Self-Attentive Sentence Embedding
pandeykartikey/Hierarchical-Attention-Network	Hierarchical Attention Networks for Document Classification