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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/jackbandy/deep_learning_ulmfit

https://github.com/jageshmaharjan/BERT_Service

https://github.com/jainshobhit/Variational-Autoencoder

https://github.com/jaketae/fnet

https://github.com/jangjoongkeon/JK

https://github.com/jannenev/ulmfit-language-model

https://github.com/javiferran/document-classification

https://github.com/jbrew/readability

https://github.com/jen1995/fastText

https://github.com/jeonghunyoon/Text-classification-tensorflow

https://github.com/jeonghunyoon/text-classification-cnn-tf

https://github.com/jeongukjae/KR-BERT-SimCSE

https://github.com/jeongukjae/smaller-labse

https://github.com/jiamingkong/infoxlm_paddle

https://github.com/jiangboahu/glcn-tf

https://github.com/jiean001/models_m/tree/main/hypertext

https://github.com/jim-schwoebel/allie

https://github.com/jimmy6727/Informd

https://github.com/jingyuanz/telecom_query_classification

https://github.com/jinhxu/how-much-hate-with-china

https://github.com/jinzhenfan/BERT

https://github.com/jiyuan/ainote

https://github.com/jmribeiro/Pruning-and-Sparsemax-Methods-for-Hierarchical-Attention-Networks

https://github.com/joannayu25/NLP_Project_MIDS-W266

https://github.com/joaopedromattos/gnee

https://github.com/jobdataexchange/competensor

https://github.com/joelweber97/Python3_TF_Certificate

https://github.com/johnr0/TaleBrush-backend

https://github.com/johntailor/bertsenclu

https://github.com/johntd54/stanford_car

https://github.com/jonahwinninghoff/Text-Summarization

https://github.com/jonjoncardoso/jonjoncardoso

https://github.com/joongbo/tta

https://github.com/joseph-bongo-220/TV_NLP_Project

https://github.com/joshuaWang-bit/Textclassification-pytorch

https://github.com/joshuaczhao/CNN-Sentence-Classifier-Reproduction