gFD on GPIC Test-50K (lower is better) against all pretraining FLOPs needed to build each system: language model, image tokenizer and image generator.
All language compute removed: language-model pretraining for the baselines, caption tokens for Halcyon. Baselines limited to 1,024 image tokens, like Halcyon.