Update README.md

README.md

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-![image/gif](https://cdn-uploads.huggingface.co/production/uploads/637a6daf7ce76c3b83497ea2/ux_sZKB9snVPsKRT1TzfG.gif)
+![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/637a6daf7ce76c3b83497ea2/FAHjxgN2tk6uXmQAUeFI5.jpeg)
 
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 # Overview
-SDXL-512 is a checkpoint fine-tuned from SDXL 1.0 that is designed to generate higher-fidelity images at and around the 512x512 resolution. The model has been fine-tuned using a learning rate of 1e-6 over 7000 steps with a batch size of 64 on a curated dataset of multiple aspect ratios. alternating low and high resolution batches (per aspect ratio) so as not to impair the base model's existing performance at higher resolution.
+SDXL-512 is a checkpoint fine-tuned from SDXL 1.0 that is designed to more simply generate higher-fidelity images at and around the 512x512 resolution. The model has been fine-tuned using a learning rate of 1e-6 over 7000 steps with a batch size of 64 on a curated dataset of multiple aspect ratios. alternating low and high resolution batches (per aspect ratio) so as not to impair the base model's existing performance at higher resolution.
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+*Note:* It bears repeating that SDXL-512 was not trained to be "better" than SDXL, but rather to simplify prompting for higher-fidelity outputs at and around the 512x512 resolution.
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 - **Use it with [Hotshot-XL](https://huggingface.co/hotshotco/Hotshot-XL) (recommended)**
 
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