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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.

Text Classification

코드

https://github.com/weidafeng/NLU2019

https://github.com/weixsong/bilm-tf

https://github.com/weiyangfb/PyTorchSparseGAT

https://github.com/weiyezhimeng/silent-guardian

https://github.com/wenhuchen/HDSA-Dialog

https://github.com/whqwill/seq2seq-keyphrase-bert

https://github.com/whut2962575697/gat_sementic_segmentation

https://github.com/why2000/DuReader-bert

https://github.com/wiflore/IBM_Articles_Recomender

https://github.com/wikipedia2vec/wikipedia2vec/tree/master/examples/text_classification

https://github.com/wilile26811249/Fastformer-PyTorch

https://github.com/willGuimont/transformers

https://github.com/williamleif/GraphSAGE

https://github.com/wimurad1981/DS8008-NLP

https://github.com/wimurad1981/DS8008-NLP-Project

https://github.com/wiseodd/controlled-text-generation

https://github.com/woailaosang/repo_treasure

https://github.com/woctezuma/steam-descriptions

https://github.com/woodyx218/Deep-Learning-with-GDP-Pytorch

https://github.com/woodyx218/Deep-Learning-with-GDP-Tensorflow

https://github.com/wqj111186/TextFooler

https://github.com/writerai/fitbert

https://github.com/wxjiao/Pre-CODE

https://github.com/wy-ei/Text-CNN

https://github.com/wyf-python/Bert-Pytorch-TextClassification

https://github.com/wyfish/fastText

https://github.com/wzzzd/LM_NER

https://github.com/wzzzd/Pretrain_Bert_with_MaskLM

https://github.com/xashru/bangla-text-classification

https://github.com/xashru/mixup-text

https://github.com/xbtlin/All-about-Machine-Learning

https://github.com/xesdiny/test-bert-master

https://github.com/xiangyue9607/CliniRC

https://github.com/xiaopingzhong/bert-finetune-for-classfier

https://github.com/xiaopp123/bert_explain

https://github.com/xiaoqian19940510/text-classification-