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Text Classification

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하위 태스크: 16
평가표: 101
보존된 평가 기록: 341

Text Classification is the task of assigning a sentence or document an appropriate category. The categories depend on the chosen dataset and can range from topics.

Text Classification problems include emotion classification, news classification, citation intent classification, among others. Benchmark datasets for evaluating text classification capabilities include GLUE, AGNews, among others.

In recent years, deep learning techniques like XLNet and RoBERTa have attained some of the biggest performance jumps for text classification problems.

<span style="color:grey; opacity: 0.6">( Image credit: Text Classification Algorithms: A Survey )</span>

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

Text Classification

코드

https://github.com/google-research-datasets/wiki-reading

https://github.com/google-research/google-research/tree/master/goemotions

https://github.com/google/seqio

https://github.com/google/uncertainty-baselines

https://github.com/gordicaleksa/pytorch-GAT

https://github.com/gouwenrui/cpe-pro-main

https://github.com/goyalanil/Multiview_Dataset_MNIST

https://github.com/graph-star-team/graph_star

https://github.com/gray-stanton/spamGAN

https://github.com/graykode/nlp-tutorial

https://github.com/graykode/xlnet-Pytorch

https://github.com/greenparachute/probing-with-noise

https://github.com/gregtozzi/deep_learning_celnav

https://github.com/griff4692/LMC

https://github.com/gscdit/Mood-Analysis

https://github.com/guanliu321/CNN-RNN-HAN-for-Text-Classification-Using-NLP

https://github.com/guoyaohua/BERT-Chinese-Annotation

https://github.com/guoyaohua/BERT-Classifier

https://github.com/guzhang480/Google_BERT

https://github.com/gyanmittal/text-classification-using-char-level-embedding-with-cnn-and-keras

https://github.com/h2oai/h2ogpt

https://github.com/h3lio5/episodic-lifelong-learning

https://github.com/h4ste/oscar

https://github.com/habibullah-araphat/BERT-GPU

https://github.com/habibullah-araphat/BERT-NER-TPU

https://github.com/haianhle/ULMFiT-Sentiment

https://github.com/haidershaour/bert

https://github.com/haisongzhang/roberta-tiny-cased

https://github.com/halo090770/bert

https://github.com/han-shi/SparseBERT

https://github.com/handasontam/GAT-with-edgewise-attention

https://github.com/hanfeng108/Language-Detection

https://github.com/haok1402/gpt-sentinel-public

https://github.com/haradai1262/scdv

https://github.com/harenlin/IMDB-Sentiment-Analysis-Using-BERT-Fine-Tuning

https://github.com/hate-alert/HateXplain