Category-aware paraphrasing was the most consistently effective LLM data augmentation prompt in three of four tested settings for Russian green-practice classification.
Generative pre-trained transformer (GPT) in research: A systematic review on data augmentation,
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Evaluating LLM Prompts for Data Augmentation in Multi-label Classification of Ecological Texts
Category-aware paraphrasing was the most consistently effective LLM data augmentation prompt in three of four tested settings for Russian green-practice classification.