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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/2023-MindSpore-1/ms-code-150

https://github.com/2023-MindSpore-1/ms-code-162

https://github.com/2023-MindSpore-1/ms-code-163

https://github.com/2023-MindSpore-1/ms-code-171

https://github.com/2023-MindSpore-1/ms-code-190

https://github.com/2023-MindSpore-1/ms-code-197

https://github.com/2023-MindSpore-1/ms-code-198

https://github.com/2023-MindSpore-1/ms-code-200

https://github.com/2023-MindSpore-1/ms-code-5/tree/main/fasttext

https://github.com/2023-MindSpore-1/ms-code-56

https://github.com/2023-MindSpore-4/Code1/tree/main/DeepText

https://github.com/2023-MindSpore-4/Code12/tree/main/MindFormers/bert

https://github.com/2024-MindSpore-1/Code2/tree/main/model-1/bertweet

https://github.com/2024-MindSpore-1/Code2/tree/main/model-1/big_bird

https://github.com/2024-MindSpore-1/Code2/tree/main/model-1/biogpt

https://github.com/2024-MindSpore-1/Code2/tree/main/model-1/fnet

https://github.com/2024-MindSpore-1/Code3/tree/main/scBERT

https://github.com/27182812/ChineseBERT_paddle

https://github.com/2miatran/Natural-Language-Processing

https://github.com/30Aniket/Graph-Convolutional-Networks-GCNs

https://github.com/404nofound/gat

https://github.com/4ai/bellm

https://github.com/4pygmalion/GAT_tensorflow

https://github.com/8sukanya8/occav

https://github.com/A-Telfer/AugKey

https://github.com/ABaldrati/MT-BERT

https://github.com/AFAgarap/cnn-svm

https://github.com/AFAgarap/malware-classification

https://github.com/AFAgarap/wisconsin-breast-cancer

https://github.com/AGiannoutsos/COVID19-document-retrieval-with-BERT

https://github.com/AIPHES/acl19-generalization-capsule

https://github.com/AIRobotZhang/STCKA

https://github.com/ARBML/tkseem

https://github.com/AVBelyy/Rysearch

https://github.com/Abdulk084/Intent_classification

https://github.com/AbhimanyuAryan/IMDB-NLP