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Search results for pytorch text classification

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121 search results found

Catalyst ⭐ 3,151

Accelerated deep learning R&D

Easynlp ⭐ 1,871

EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit

Chinese Text Classification Pytorch ⭐ 1,609

中文文本分类，TextCNN，TextRNN，FastText，TextRCNN，BiLSTM_At

Neuronblocks ⭐ 1,441

NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego

Bert4torch ⭐ 1,035

An elegent pytorch implement of transformers

Bert_seq2seq ⭐ 890

pytorch实现 Bert 做seq2seq任务，使用unilm方案,现在也可以做自动摘要，文本分类，情感分析，NER，词性标注

Nlp Tutorial ⭐ 836

A list of NLP(Natural Language Processing) tutorials

Bert Multi Label Text Classification ⭐ 761

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

Lightnlp ⭐ 725

基于Pytorch和torchtext的自然语言处理深度学习框架。

Textclassificationbenchmark ⭐ 577

A Benchmark of Text Classification in PyTorch

Text Classification Pytorch ⭐ 538

Text classification using deep learning models in Pytorch

Nlp_pytorch_project ⭐ 517

Embedding, NMT, Text_Classification, Text_Generation, NER etc.

Small Text ⭐ 509

Active Learning for Text Classification in Python

Bertwithpretrained ⭐ 428

An implementation of the BERT model and its related downstream tasks based on the PyTorch framework

Pytextclassifier ⭐ 427

pytextclassifier is a toolkit for text classification. 文本分类，LR，Xgboost，TextCNN，FastText，TextRNN，BERT等分类模型

Graph Transformer ⭐ 408

Universal Graph Transformer Self-Attention Networks (TheWebConf WWW 2022) (Pytorch and Tensorflow)

Nlp Notebook ⭐ 390

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

Bert Textclassification ⭐ 327

Implemention some Baseline Model upon Bert for Text Classification

Text Classification Models Pytorch ⭐ 309

Implementation of State-of-the-art Text Classification Models in Pytorch

Nodeformer ⭐ 244

The official implementation of NeurIPS22 spotlight paper "NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification"

Label Sleuth ⭐ 230

Open source no-code system for text annotation and building of text classifiers

Pytorch Nlu ⭐ 226

Pytorch-NLU，一个中文文本分类、序列标注工具包，支持中文长文本、短文本的多类、多标签分类任 Ptorch NLU, a Chinese text classification and sequence annotation toolkit, supports multi class and multi label classification tasks of Chinese long text and short text, and supports sequence annotation tasks such as Chinese named entity recognition, part of speech tagging and word segmentation.

Kevinpro Nlp Demo ⭐ 209

All NLP you Need Here. 目前包含15个NLP demo的pytorch实现（大量代码借鉴于其他开源项目，原先是自己玩的，后来干脆也开源出来）

Difformer ⭐ 204

The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"

Bert Pytorch Chinese Textclassification ⭐ 181

Pytorch Bert Finetune in Chinese Text Classification

Hierarchical Attention Networks Pytorch ⭐ 171

Hierarchical Attention Networks for document classification

Knowprompt ⭐ 166

Code and datasets for the WWW2022 paper "KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction."

Chinese Text Classification Pytorch ⭐ 156

中文文本分类任务，基于PyTorch实现（TextCNN，TextRNN，FastText，Text DPCNN, Transformer，Bert，ERNIE），开箱即用！

A Pytorch Tutorial To Text Classification ⭐ 154

Hierarchical Attention Networks | a PyTorch Tutorial to Text Classification

Pytorch Rnn Text Classification ⭐ 145

Word Embedding + LSTM + FC

Fine Grained Sentiment ⭐ 126

A comparison and discussion of different NLP methods for 5-class sentiment classification on the SST-5 dataset.

Newsmtsc ⭐ 122

Target-dependent sentiment classification in news articles reporting on political events. Includes a high-quality data set of over 11k sentences and a state-of-the-art classification model.

Lstm Classification Pytorch ⭐ 116

Text classification based on LSTM on R8 dataset for pytorch implementation

Deep_learning_in_python_2018 ⭐ 114

Deep Learning workshop including image classification, face recognition, Object detection, language modelling, image captioning and neural machine translation.

Text_gcn.pytorch ⭐ 111

PyTorch implementation of "Graph Convolutional Networks for Text Classification. Yao et al. AAAI2019."

Ask2transformers ⭐ 107

A Framework for Textual Entailment based Zero Shot text classification

Nlp_toolkit ⭐ 101

Library of state-of-the-art models (PyTorch) for NLP tasks

Torchblocks ⭐ 99

A PyTorch-based toolkit for natural language processing

Few Shot Text Classification ⭐ 99

Few-shot binary text classification with Induction Networks and Word2Vec weights initialization

Ulm Basenet ⭐ 97

Implementation of ULMFit algorithm for text classification via transfer learning

Torchflare ⭐ 83

TorchFlare is a simple, beginner-friendly, and easy-to-use PyTorch Framework train your models effortlessly.

Icdar 2019 Sroie ⭐ 83

ICDAR 2019 Robust Reading Challenge on Scanned Receipts OCR and Information Extraction

X Transformer ⭐ 75

X-Transformer: Taming Pretrained Transformers for eXtreme Multi-label Text Classification

Bert Chinese Text Classification Pytorch ⭐ 68

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

UNF(Universal NLP Framework)

Nlp Pretrained Model ⭐ 63

A collection of Natural language processing pre-trained models.

Pytorch_bert_elmo_example ⭐ 62

A text classification example with Bert/ELMo/GloVe in pytorch

Imodelsx ⭐ 60

Scikit-learn friendly library to interpret, and prompt-engineer text datasets using large language models.

Capsule Pytorch ⭐ 59

A pytorch implementation of CapsNet for text classification 汽车行业用户观点主题及情感识别为例(subject-and-sentiment-analysis)

Gts Engine ⭐ 58

GTS Engine: A powerful NLU Training System。GTS引擎（GTS-Engine）是一款开箱即用且性能强大的自然语言理解引擎，聚焦于小

Transformers In Action ⭐ 51

This is the corresponding code for the book Transformers in Action

Character Level Cnn Pytorch ⭐ 47

Character-level CNN for text classification

A comprehensive tool for linguistic analysis of communities

Cccapsnet ⭐ 44

A PyTorch implementation of Compositional Coding Capsule Network based on PRL 2022 paper "Compositional Coding Capsule Network with K-Means Routing for Text Classification"

Spacy Wrap ⭐ 43

spaCy-wrap is a wrapper library for spaCy for including fine-tuned transformers from Huggingface in your spaCy pipeline allowing you to include existing fine-tuned models within your SpaCy workflow.

Opentextclassification ⭐ 41

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。

Ernie Text Classification Pytorch ⭐ 41

This repo contains a PyTorch implementation of a pretrained ERNIE model for text classification.

Uda_pytorch ⭐ 40

UDA(Unsupervised Data Augmentation) implemented by pytorch

Text Similarity ⭐ 38

文本相似度（匹配）计算，提供Baseline、训练、推理、指标分析...代码包含TensorFlow

Pytorch Starspace ⭐ 37

PyTorch implementation of StarSpace as described in "StarSpace: Embed All The Things!" by Ledell Wu, Adam Fisch, Sumit Chopra, Keith Adams, Antoine Bordes and Jason Weston

Pytorch Pqrnn ⭐ 36

Implementation of pQRNN in PyTorch

Bert Sentence Similarity Pytorch ⭐ 36

This repo contains a PyTorch implementation of a pretrained BERT model for sentence similarity task.

Caver: a toolkit for multilabel text classification.

Text Classification Lstms Pytorch ⭐ 31

The aim of this repository is to show a baseline model for text classification by implementing a LSTM-based model coded in PyTorch. In order to provide a better understanding of the model, it will be used a Tweets dataset provided by Kaggle.

Text Classification ⭐ 31

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

Ganbert Pytorch ⭐ 31

Enhancing the BERT training with Semi-supervised Generative Adversarial Networks in Pytorch/HuggingFace

Nlp Experiments In Pytorch ⭐ 31

PyTorch repository for text categorization and NER experiments in Turkish and English.

Very Deep Cnn Pytorch ⭐ 30

Very deep CNN for text classification

Quaternion Graph Neural Networks (ACML 2021) (Pytorch and Tensorflow)

Pytorch_bert_chinese_text_classification ⭐ 26

基于pytorch+bert的中文文本分类

Bert_for_longer_texts ⭐ 25

BERT classification model for processing texts longer than 512 tokens. Text is first divided into smaller chunks and after feeding them to BERT, intermediate results are pooled. The implementation allows fine-tuning.

Text Clf Baselines ⭐ 24

WideMLP for Text Classification

Text Classification ⭐ 24

CNN for sentence classification using Pytorch and MXNET

Structured Self Attentive Sentence Embedding ⭐ 23

Re-Implementation of "A Structured Self-Attentive Sentence Embedding" by Lin et al., 2017

Adaptor will help you to adapt a language model to your own data domain, task, or custom research objective(s).

Fasttext1607 ⭐ 22

Unofficial Implementation of "Bag of Tricks for Efficient Text Classification", 2016, Armand Joulin et al. (https://arxiv.org/pdf/1607.01759.pdf)

Textclassificationbert ⭐ 20

🚀 基于PyTorch的BERT文本分类框架

Pytorch Distributed Nlp ⭐ 20

pytorch分布式训练

Mixup Text ⭐ 20

Exploring mixup strategies for text classification

Text Classification Transformers ⭐ 19

Easy text classification for everyone : Bert based models via Huggingface transformers (KR / EN)

Fake News Detection Liar Pytorch ⭐ 19

Fake News Detection by Learning Convolution Filters through Contextualized Attention

Ccf_2020_beike ⭐ 17

CCF BDCI 2020 房产行业聊天问答匹配赛道 A榜47/2985

Long Texts Sentiment Analysis Roberta ⭐ 16

PyTorch implementation of Sentiment Analysis of the long texts written in Serbian language (which is underused language) using pretrained Multilingual RoBERTa based model (XLM-R) on the small dataset.

Nlpboost ⭐ 14

Python library for automatic training, optimization and comparison of Transformer models on most NLP tasks.

Text Classification Pytorch ⭐ 14

Text Classification in PyTorch

Multi Label Classification Of Pubmed Articles ⭐ 14

The traditional machine learning models give a lot of pain when we do not have sufficient labeled data for the specific task or domain we care about to train a reliable model. Transfer learning allows us to deal with these scenarios by leveraging the already existing labeled data of some related task or domain. We try to store this knowledge gained in solving the source task in the source domain and apply it to our problem of interest. In this work, I have utilized Transfer Learning utilizing

Deepclassifier ⭐ 13

DeepClassifier is aimed at building general text classification model library.It's easy and user-friendly to build any text classification task.

Cnn Text Classification Pytorch ⭐ 13

CNNs for Text Classification in PyTorch

Vlsp2020 Fake News Detection ⭐ 12

Finetune multiple pre-trained Transformer-based models to solve Vietnamese Fake News Detection problem (ReINTEL) in VLSP2020 shared task

Transformer Models From Scratch ⭐ 12

implementing various transformer models for various tasks

Hcan Pytorch ⭐ 11

hierarchical convolutional attention networks for text classification

Pytorch Textcnn ⭐ 11

Pytorch implementation of the paper Convolutional Neural Networks for Sentence Classification

Pytorch Architectures ⭐ 11

PyTorch implementation of Deep-Learning Architectures

Deep Learning With Neural Networks ⭐ 11

This repo contains various use-cases of deep-learning implemented in Pytorch. It also contains summarized notes of each chapter from the book, 'Deep Learning' written by Ian Goodfellow.

Ordinal Log Loss ⭐ 10

Repository of the COLING 2022 paper : Ordinal Log-Loss - A simple log-based loss function for ordinal text classification.

Text_classification ⭐ 9

Summary of Text Classification in deep learning techniques implemented by PyTorch and TensorFlow. 深度学习文本分类技术总结，以PyTorch实现。

Hugging Face Tutorials ⭐ 9

Getting started with Hugging Face

Machine Learning ⭐ 9

Machine Learning Practise

Cnn Text Classification Pytorch ⭐ 9

CNN for Text Classification in Pytorch

Region_embedding_text_classification_pytorch ⭐ 8

PyTorch implementation of 'A New Method of Region Embedding for Text Classification'

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