NCA-GENM Exam Dumps | You're working with a client to develop a generative A1 model for creating personalized marketing content.

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Question 61/192

You're working with a client to develop a generative A1 model for creating personalized marketing content. During requirements acquisition, the client expresses a desire for 'highly creative' and 'unique' outputs. However, they struggle to articulate specific aesthetic preferences. How would you best approach translating these subjective requirements into concrete model training and prompt engineering strategies?

A. Focus solely on quantitative metrics like perplexity and FID score to ensure the model generates diverse and high-quality content, assuming that 'creative' and 'unique' will naturally emerge.

B. Conduct extensive A/B testing with a large user group, presenting them with various model outputs and gathering feedback on which content they perceive as most 'creative' and 'unique'. Use this feedback to refine the model and prompts.

C. Use a pre-trained style transfer model to apply different artistic styles to the generated content, offering the client a diverse range of options to choose from and identify their preferred aesthetic.

D. Implement a system for interactive prompt refinement, allowing the client to iteratively modify prompts and observe the resulting outputs in real-time, facilitating a collaborative exploration of the model's creative potential.

E. B and D

Correct Answer: E

Subjective requirements like 'creative' and 'unique' require iterative exploration and client feedback. AIB testing (B) provides quantitative data on user perception. Interactive prompt refinement (D) allows the client to actively shape the model's output and discover their preferences. Quantitative metrics alone (A) are insufficient for capturing subjective qualities. Style transfer (C) can be helpful but doesn't directly address the client's specific vision. Thus, iterative AIB testing and Interactive prompt refinement would be the ideal method.

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