Large Language Models | PDF | Artificial Intelligence | Intelligence ...
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Generative AI With Large Language Models | PDF
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Lecture 17: Data Augmentation | LLMs | Artificial Intelligence |
Lecture 17: Data Augmentation | LLMs | Artificial Intelligence |
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 can potentially act as a powerful tool for textual data augmentation. However%2C the quality of augmented data depends heavily on the augmentation instructions provided%2C and the effectiveness can fluctuate across different downstream tasks. While manually crafting and selecting instructions can offer some improvement%2C this approach faces scalability and consistency issues in practice due to the diversity of downstream tasks. In this work%2C we address these limitations by proposing a new solution%2C which can automatically generate a large pool of augmentation instructions and select the most suitable task-informed instructions%2C thereby empowering LLMs to create high-quality augmented data for different downstream tasks. Empirically%2C the proposed approach consistently generates augmented data with better quality compared to non-LLM and LLM-based data augmentation methods%2C leading to the best performance on 26 few-shot learning tasks sourced from a wide range of application domains.?resize=91,91 "Empowering Large Language Models For Textual Data Augmentation | AI ...")
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