Generative models are often evaluated for their ability to produce novel and diverse outputs:
- Creativity: How original are the generated outputs? For text models, this might involve generating unique and creative responses to open-ended prompts. For image generation, creativity
can be assessed by how well the model can produce diverse and innovative images from a given concept or style.
- Diversity: A good generative model should produce a variety of responses or outputs, not just repeat the same patterns. This is especially important in tasks like text
generation, where diversity ensures that the model doesn't just regurgitate a narrow set of phrases or ideas.