Evaluation Benchmarks for Generative AI Models: From MMLU to Image Fidelity Metrics
MMLU and MMLU-Pro measure AI knowledge but not generation. Image fidelity metrics like FID and CLIP Score judge visual quality, yet none capture real-world performance. True AI evaluation needs open-ended, multi-modal testing.
