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Forget generic chatbots – now, with just 10 images and interaction examples, you can fine-tune a model to embody a specific character with a consistent persona, dialogue style, and visual identity across text and images.
Ditch the likelihood approximations: LFPO directly optimizes denoising logits in diffusion LMs via contrastive updates, leading to faster inference and better code/reasoning performance.