Transfer Learning for Harmful Content Detection (eBook, PDF)
Salar Mohtaj
eBook, PDF

Transfer Learning for Harmful Content Detection (eBook, PDF)

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This book provides an in-depth exploration of the effectiveness of transfer learning approaches in detecting deceptive content (i.e., fake news) and inappropriate content (i.e., hate speech). The author first addresses the issue of insufficient labeled data by reusing knowledge gained from other natural language processing (NLP) tasks, such as language modeling. He goes on to observe the connection between harmful content and emotional signals in text after emotional cues were integrated into the classification models to evaluate their impact on model performance. Additionally, since pre-proce...

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