For many use cases, the optimal strategy lies in a hybrid approach that combines the strengths of both methodologies. By using captions selectively, models can achieve both precision and creativity.
Caption-Free Datasets
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Parentheses (): Increase the weight of the enclosed word or phrase.
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Square Brackets []: Decrease the weight of the enclosed word or phrase.
Prompt Weighting
Captions are a double-edged sword in model training. While they enhance semantic understanding and specificity, they can introduce noise and biases.