small scale text data classification

Small scale dataset text classification

 

[Data imbalanced]

Dealing with Data Imbalance in Text Classification Author links open overlay panel

https://www.sciencedirect.com/science/article/pii/S1877050919314152 

 

[Augment Data]

Improving Short Text Classification With Augmented Data Using GPT-3

https://arxiv.org/abs/2205.10981

 

 

 

 

[Small Text Classification]

Extremely Small BERT Models from Mixed-Vocabulary Training

https://aclanthology.org/2021.eacl-main.238/ 

 

Extending Multilingual BERT to Low-Resource Languages

https://aclanthology.org/2020.findings-emnlp.240/ 

 

Consistent Text Categorization using Data Augmentation in e-Commerce

https://arxiv.org/abs/2305.05402 

 

Simple Baseline Machine Learning Text Classifiers for Small Datasets

https://link.springer.com/article/10.1007/s42979-021-00480-4

 

Subword Semantic Hashing for Intent Classification on Small Datasets

https://ieeexplore.ieee.org/document/8852420 

 

Universal Language Model Fine-tuning for Text Classification

https://arxiv.org/abs/1801.06146

 

Small-Text: Active Learning for Text Classification in Python

https://arxiv.org/abs/2107.10314 

 

From small-scale to large-scale text classification

https://pure.korea.ac.kr/en/publications/from-small-scale-to-large-scale-text-classification 

 

[Multi-label Text Classification]

https://colab.research.google.com/github/abhimishra91/transformers-tutorials/blob/master/transformers_multi_label_classification.ipynb#scrollTo=r6qnRQ9jEqHM