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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/deepmipt/bert/tree/feat/multi_gpu

https://github.com/deepopinion/anls-star-metric

https://github.com/deepset-ai/FARM

https://github.com/delldu/TextCNN

https://github.com/dengdan/seglink

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

https://github.com/deping-1/2019-false-news-detection-challenge

https://github.com/derekgreene/topic-stability

https://github.com/derronxu/sparsebert

https://github.com/devJWSong/bert-crf-entity-recognition-pytorch

https://github.com/devhemza/BERTweet_sentiment_analysis

https://github.com/dfdazac/dgi

https://github.com/dfm/arxiv-analysis

https://github.com/dhlee347/pytorchic-bert

https://github.com/dhruvsawhney/CS152_FinalProject

https://github.com/dhyeon/ingredient-vectors

https://github.com/diabhaque/Sixth-Sense

https://github.com/diegoschapira/CNN-Text-Classifier-using-Keras

https://github.com/dig-team/hanna-benchmark-asg

https://github.com/dispink/xpt

https://github.com/divisionai/fastText

https://github.com/dixiyao/Context-Aware-Compilation-of-DNN-Training-Pipelines-across-Edge-and-Cloud

https://github.com/dmcguire81/CS598DL4H

https://github.com/dmeoli/neuro-sat

https://github.com/dmis-lab/bern

https://github.com/dmlc/dgl/tree/master/examples/mxnet/gat

https://github.com/dmlc/dgl/tree/master/examples/mxnet/gcn

https://github.com/dmlc/dgl/tree/master/examples/mxnet/monet

https://github.com/dmlc/dgl/tree/master/examples/mxnet/sgc

https://github.com/dmlc/dgl/tree/master/examples/pytorch/gat

https://github.com/dmlc/dgl/tree/master/examples/pytorch/monet

https://github.com/dmlc/dgl/tree/master/examples/pytorch/sgc

https://github.com/dmlc/dgl/tree/master/examples/pytorch/transformer

https://github.com/dmlc/dgl/tree/master/examples/tensorflow/gat

https://github.com/dmlc/dgl/tree/master/examples/tensorflow/gcn

https://github.com/dmlc/dgl/tree/master/examples/tensorflow/sgc