Position: Reframing Hallucination: Latent Space Geodesics as a Pathway for Generative Discovery
Current evaluation paradigms for generative models rely heavily on retrieval-based metrics such as exact match accuracy, creating a bottleneck particularly in domains requiring scientific discovery and creative reasoning. These metrics penalize any deviation from the training distribution, treating …