Variations

Incentivize giving feedback

Presenting multiple outputs helps users explore and identify their preferences and provides valuable insights into their choices, even enabling user feedback for model improvement.

This image features four abstract visual representations, possibly generated by Midjourney, showcasing "diffusion AI grain." The visuals include a central spiral structure, a flowing wave-like formation, a complex geometric mesh, and a field of wheat. The highlighted selection indicates "V2" with a cursor pointing to it.
Human needs

When generating outputs, I want multiple suggestions to explore and identify my preferences, so I can choose the best option.

Considerations
  • Personalized Outputs through Progressive Refinement: The process of making suggestions and progressively narrowing down options can lead to more personalized and satisfactory outputs.
  • Ideal for Uncertain User Preferences: This approach is ideal for situations where users may not fully know what they want. Many tools that take a longer time to generate output provide at least two options to choose from. For example, Suno and Midjourney do this.
  • User Preference Feedback: Allowing users to pick between multiple outputs informs the model which one is preferred.

More of the Witlist

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Comprehend and compare large documents by visualizing embeddings and their scores, enabling a clear and concise understanding of vast data sources in a single, intuitive visualization.

Proactive agents

Proactive agents can autonomously initiate conversations and actions based on previous interactions and context providing timely and relevant assistance.

Automatic model switching

Automatic model switching in AI can boost efficiency by selecting the most appropriate model for each query, ensuring a balance between quick and accurate responses.

Generative context menus

Based on your selection and situation, context menus can help you discover actions and access them quickly.

Pinch to summarize

In Arc, a playful pinch interaction lets you quickly distill any webpage into a brief summary, capturing the essence of the content in moments.

Quick or detailed feedback

Empower users to make decisions and give feedback quickly or engage more deeply when needed in natural language.