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Text Classification

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

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.

https://github.com/zer0sh0t/artificial_intelligence/tree/master/language_models/bidirectional_encoder_representations_from_transformers

BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Text Classification

코드

https://github.com/zer0sh0t/artificial_intelligence/tree/master/language_models/bidirectional_encoder_representations_from_transformers

https://github.com/zfj1998/CodeBert-Code2Text

https://github.com/zhang-huihui/git-repository

https://github.com/zhangbo2008/GAT_network

https://github.com/zhangdongxu/word-embedding-perturbation

https://github.com/zhanglab-aim/cancer-net

https://github.com/zhangxiangxiao/Crepe

https://github.com/zhangxiangxiao/glyph

https://github.com/zhangyuwangumass/Glyph-based-Chinese-Character-Embedding

https://github.com/zhao-tong/GNNs-easy-to-use

https://github.com/zhaochen0110/lmlm

https://github.com/zhaopku/LSTM-Jump-for-text-skimming

https://github.com/zhayefei/off-topic-GCBiA

https://github.com/zhehengluok/gctm

https://github.com/zhengcj1/ChID-Dataset

https://github.com/zhengxiangshi/powerfulpromptft

https://github.com/zhiqiang00/Hon-GCN

https://github.com/zhongyuchen/few-shot-text-classification

https://github.com/zhou059/w266-project

https://github.com/zhouyixin829/Analysis-on-Stop-Asian-Hate-trend-from-Twitter

https://github.com/zhuhai-ustc/limeattack

https://github.com/zhuyuhua1/contrib/tree/gaussian_adaptive_attention/application/gaussian_adaptive_attention

https://github.com/ziegler-ingo/cleavage_prediction

https://github.com/zihao12/Top_Experiments

https://github.com/zll17/Neural_Topic_Models

https://github.com/znhy1024/protoco

https://github.com/zonetrooper32/VDCNN

https://github.com/zphang/bert_on_stilts

https://github.com/zsweet/BERT_zsw

https://github.com/zveryansky/textvec

https://github.com/zxhhh97/ABot

https://gitlab.com/tony-hn/stylomet