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Prompts Illuminate; Fine-Tuning Refines
The effectiveness of problem-solving largely hinges on the nature of the issue at hand. When challenges can be clearly articulated, prompting techniques often yield significant improvements. In contrast, more nuanced issues—especially those related to tone and character—are better addressed through fine-tuning methods. These problems, particularly those that are difficult to express verbally, typically require a deeper adjustment in the system’s understanding and execution. Research is actively focusing on fine-tuning based on specific voices to mitigate tropiness and enhance character consistency, emphasizing that the clarity of communication greatly influences the approach taken.