Update readme

README.md

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 ![Intro Image](images/intro.jpg)
 
-SDXL-Lightning is a lightning fast text-to-image generative model. It can generate high-quality 1024px images under a few steps. For more information, please refer to our paper: [SDXL-Lightning: Progressive Adversarial Diffusion Distillation](). The models are released for research purposes only.
+SDXL-Lightning is a lightning fast text-to-image generative model. It can generate high-quality 1024px images under a few steps. For more information, please refer to our paper: [SDXL-Lightning: Progressive Adversarial Diffusion Distillation]() (coming soon). The models are released for research purposes only.
 
-Our models are distilled from [stabilityai/stable-diffusion-xl-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) (coming soon). This repository contains checkpoints for 1-step, 2-step, 4-step, and 8-step distilled models.
+Our models are distilled from [stabilityai/stable-diffusion-xl-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0). This repository contains checkpoints for 1-step, 2-step, 4-step, and 8-step distilled models.
 
 We provide both full UNet and LoRA checkpoints. The full UNet models have the best quality while the LoRA models can be applied to other base models.